
from datetime import datetime

import numpy as np
import pandas as pd
import random

import plotly.express as px
import plotly.graph_objects as go
from plotly.subplots import make_subplots

from sklearn.feature_extraction.text import CountVectorizer
from sklearn.linear_model import LogisticRegression
from sklearn.metrics import accuracy_score, balanced_accuracy_score, confusion_matrix, roc_auc_score
from sklearn.model_selection import train_test_split
from sklearn.preprocessing import StandardScaler

import torch
from torch.autograd import Variable
import torch.nn as nn
import torch.nn.functional as F
from torch.nn.utils.rnn import pack_padded_sequence, pad_packed_sequence
import torch.optim as optim
from torch.utils.data import Dataset, DataLoader
from torch.utils.data import RandomSampler, SequentialSampler
import torchtext.vocab as vocab

from transformers import get_linear_schedule_with_warmup

# internal imports
import evaluation.evaluate as val
from modelling import bert, util
import visualization as vis


seed_val = 42

random.seed(seed_val)
np.random.seed(seed_val)
torch.manual_seed(seed_val)

<torch._C.Generator at 0x28ad8b1f0>


glove = vocab.GloVe(name='6B', dim=300)


# https://zenodo.org/records/3355823
file_name = "ecommerceDataset.csv"
data = pd.read_csv(file_name, header=None)
data.columns = ["category", "description"]


print("Rows, cols:", data.shape)
data.head(10)

Rows, cols: (50425, 2)


data["category"].value_counts()

Household                 19313
Books                     11820
Electronics               10621
Clothing & Accessories     8671
Name: category, dtype: int64


for category in data["category"].unique():
    row_example = data[data["category"] == category].sample(n=100).iloc[0]
    print(f"CATEGORY: {row_example['category']}\nDESCRIPTION:\n{row_example['description']}\n\n")

CATEGORY: Household
DESCRIPTION:
Riedel VINUM Cognac Glasses, Set of 2 Size:Set of 2                                                                                 |                            Style:Cognac   6416/71 Features: -Hennessy cognac glass.-Lead crystal.-Gift boxed.-Dishwasher safe. Dimensions: -7.25'' H. Collection: -Vinum collection.


CATEGORY: Books
DESCRIPTION:
Illustrated Guide to Indian Accounting Standards (Ind AS) (5th Edition May 2018) As Amended by Companies (Indian Accounting Standards) (Amendment) Rules 2018****A Comprehensive commentary on Ind AS with more than 200 illustrations, charts and case studies, Detailed comparative analysis of Ind AS and AS, Comparison of Ind AS and AS with IFRS and US GAAP, Detailed Comparative analysis of Ind AS, AS and ICDS, Analysis of impact of Ind AS in various industry sectors, Convergence of Ind AS with IFRS,**** Also Incorporating: NEW IND AS 115 - REVENUE FROM CONTRACTS WITH CUSTOMERS WITH ILLUSTRATIONS


CATEGORY: Clothing & Accessories
DESCRIPTION:
Pink Flamingo Bra Extender Grown out of your favourite and most comfortable bra or not fitting in any standard size bras? Pink Flamingo Bra Extenders add anywhere from one to four inches to the back of your bra to fit you in perfectly. Bra Back Extenders are perfect for women who fall in-between bra sizes, have added calories or need temporary relief during pregnancy. The extenders easily hook on to the back of a bra, adding length as needed. They also have soft brushed backs that will avoid itch and irritation. Pink Flamingo bra back extenders are available in multiple colors and sizes, so they will fit your favorite bra! Bra back extenders are washable and reusable


CATEGORY: Electronics
DESCRIPTION:
Tobo Smart Led Display Power Adapter Fast Charging Station Multiple USB Charger 40W 8A 8 Port Desktop Charger Hub with 1 Type C Port (8 Port with Socket) Size:8 port with socket    8 Port Desktop Charger Hub Fast Multiple USB Charging Station The charging station has 6 USB charging ports, 1 QC USB 3.0 charging port and 1 Type-C charging port, which is very convenient ! LED screen to display the charging status of every USB ports and Type-C ports simply and intuitively.  Affordable and effective one that lets you juice all of your USB powered devices at the same time Compatible with all 5V USB powered devices like iPhone 7/7 Plus, 6S/6S Plus, 6/6 Plus, 5/5S/SE, HTC, Samsung, iPad, MP3, MP4, external battery, Bluetooth speaker, headset, cameras, And Other USB Devices. Allows charging up to 8 devices simultaneously.  Protect:  Rubber anti-skidding feet keep the dock not slip around and prevent from scratching the product. Over-current, over voltage, overload, short circuit multiple protection.  Specifications:  Output: DC 5V 8A(Max) Input: AC 100-240V , 50-60Hz Output power: 40W Item Size: 5.39*2.95*2.05 inches What you get?  1* Multiple USB Charging Station 1* 1 Power Cable


data.info()

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 50425 entries, 0 to 50424
Data columns (total 2 columns):
 #   Column       Non-Null Count  Dtype 
---  ------       --------------  ----- 
 0   category     50425 non-null  object
 1   description  50424 non-null  object
dtypes: object(2)
memory usage: 788.0+ KB


data[data["description"].isna()]


data.dropna(inplace=True)


repeated_messages = data \
    .groupby("description", as_index=False) \
    .agg(
        n_repeats=("category", "count"),
        n_unique_categories=("category", lambda x: len(np.unique(x)))
    )

assert all(repeated_messages["n_unique_categories"] == 1), \
    f"Repeated descriptions with non-unique categories: " + \
    f"{repeated_messages[repeated_messages['n_unique_categories']] > 1}"

repeated_messages = repeated_messages[repeated_messages["n_repeats"] > 1]

print(f"Count of repeated messages (unique): {repeated_messages.shape[0]}")
print(f"Total number: {repeated_messages['n_repeats'].sum()} out of {data.shape[0]}")

repeated_messages.head(10)

Count of repeated messages (unique): 13979
Total number: 36601 out of 50424


data.drop_duplicates(inplace=True)
print(f"New dataset size: {data.shape}")
print(data["category"].value_counts())

New dataset size: (27802, 2)
Household                 10564
Books                      6256
Clothing & Accessories     5674
Electronics                5308
Name: category, dtype: int64


# TODO: filter only English texts


data["description_length"] = data["description"].apply(len)


px.histogram(data, x="description_length", title="Descriptions length distribution")


px.histogram(
    data[data["description_length"] <= 5000],
    x="description_length",
    title="Descriptions length distribution per category",
    color="category",
    barmode="overlay",
    histnorm="density"
)


print("Shortest messages, examples:\n")

for i, row in data.sort_values("description_length").iloc[:7].iterrows():
    print("{} '{}': \n{}\n".format(i, row["category"], row["description"]))

Shortest messages, examples:

31225 'Clothing & Accessories': 
BELT

25918 'Books': 
Sail

25314 'Books': 
Yes!

30433 'Books': 
On War

30411 'Books': 
On War 

25810 'Books': 
Tennis 

23015 'Books': 
Essays


data_train, data_test = train_test_split(data, test_size=0.3)
data_test, data_eval = train_test_split(data_test, test_size=0.5)


data_train.shape, data_test.shape, data_eval.shape

((19461, 3), (4170, 3), (4171, 3))


inference_time_s = dict()
scores = dict()


count_vectorizer = CountVectorizer(max_features=100)
x_train_baseline, y_train_baseline = count_vectorizer.fit_transform(data_train["description"]), data_train["category"]
x_test_baseline, y_test_baseline = count_vectorizer.transform(data_test["description"]), data_test["category"]
x_eval_baseline, y_eval_baseline = count_vectorizer.transform(data_eval["description"]), data_eval["category"]

x_train_baseline = x_train_baseline.toarray()
x_test_baseline = x_test_baseline.toarray()
x_eval_baseline = x_eval_baseline.toarray()

x_train_baseline.shape, x_test_baseline.shape, x_eval_baseline.shape

((19461, 100), (4170, 100), (4171, 100))


ss = StandardScaler()
x_train_baseline = ss.fit_transform(x_train_baseline)
x_test_baseline = ss.transform(x_test_baseline)
x_eval_baseline = ss.transform(x_eval_baseline)


%%capture

lr = LogisticRegression()
lr.fit(x_train_baseline, y_train_baseline)
scores["baseline"] = balanced_accuracy_score(y_test_baseline, lr.predict(x_test_baseline))


print("Balanced accuracy score: {:.1f}%".format(scores["baseline"] * 100))

Balanced accuracy score: 75.2%


vis.draw_confusion_matrix(
    y_test_baseline,
    lr.predict(x_test_baseline),
    lr.classes_,
    label="recall",
    normalize="true"
)


vis.draw_confusion_matrix(
    y_test_baseline,
    lr.predict(x_test_baseline),
    lr.classes_,
    label="precision",
    normalize="pred"
)


vis.show_lr_feature_importance(lr, 0, count_vectorizer)


vis.show_lr_feature_importance(lr, 1, count_vectorizer)


vis.show_lr_feature_importance(lr, 2, count_vectorizer)


vis.show_lr_feature_importance(lr, 3, count_vectorizer)


eval_pred_lr = val.predict_labels(y_test_baseline, lr.predict_proba(x_test_baseline),
                                  lr.predict_proba(x_eval_baseline), lr.classes_)
eval_auto_lr = val.predict_labels(y_test_baseline, lr.predict_proba(x_test_baseline),
                                  lr.predict_proba(x_eval_baseline), lr.classes_, 0.99)
vis.show_predicted_labels_distribution(eval_pred_lr, "baseline")


%%time
tic = datetime.now()
x_eval_baseline, y_eval_baseline = count_vectorizer.transform(data_eval["description"]), data_eval["category"]
x_eval_baseline = x_eval_baseline.toarray()
x_eval_baseline = ss.transform(x_eval_baseline)
_ = lr.predict_proba(x_eval_baseline)

inference_time_s["lr"] = (datetime.now() - tic).total_seconds()

CPU times: user 773 ms, sys: 1.28 s, total: 2.05 s
Wall time: 236 ms


%%time
corpus_dict = util.CorpusDictionary(data_train["description"]) # custom class
len(corpus_dict.dictionary)

CPU times: user 1.34 s, sys: 1.86 s, total: 3.2 s
Wall time: 1.24 s

89951


corpus_dict.get_frequencies()[-10:]

[(')', 0.5341965983248549),
 ('a', 0.5519243615436),
 ('with', 0.5777195416473974),
 ('to', 0.5955500745079904),
 ('for', 0.630388983094394),
 ('of', 0.6383536303375983),
 ('the', 0.640563177637326),
 ('and', 0.7437438980525153),
 (',', 0.7577205693438158),
 ('.', 0.8146549509274961)]


corpus_dict.truncate_dictionary(min_frequency=0.03)
len(corpus_dict.dictionary)

339


%%time
data_train["vector"] = corpus_dict.transform(data_train["description"])
data_test["vector"] = corpus_dict.transform(data_test["description"])
data_eval["vector"] = corpus_dict.transform(data_eval["description"])

CPU times: user 1.35 s, sys: 45.1 ms, total: 1.39 s
Wall time: 1.4 s


fig = go.Figure(data=[go.Histogram(x=data_train["vector"].apply(len), histnorm='probability')])
fig.update_layout(
    title="Lengths of messages in train dataset (words)",
    width=700,
    height=300
)
fig.show()

max_len = int(np.quantile(data_train["vector"].apply(len), q=0.95))
print("95-quantile length: {}".format(max_len))

95-quantile length: 352


class GRU(nn.Module):
    def __init__(self, vocab_size, embedding_dim, n_hidden, n_out):
        super().__init__()
        self.vocab_size = vocab_size
        self.embedding_dim = embedding_dim
        self.n_hidden = n_hidden
        self.n_out = n_out

        self.emb = nn.Embedding(self.vocab_size, self.embedding_dim)
        self.gru = nn.GRU(self.embedding_dim, self.n_hidden)
        self.dropout = nn.Dropout(0.3)
        self.out = nn.Linear(self.n_hidden, self.n_out)


    def forward(self, sequence, lengths):
        batch_size = sequence.size(1)
        self.hidden = self._init_hidden(batch_size)
        
        embs = self.emb(sequence)
        embs = pack_padded_sequence(embs, lengths, enforce_sorted=True)
        gru_out, self.hidden = self.gru(embs, self.hidden)
        gru_out, lengths = pad_packed_sequence(gru_out)
        dropout = self.dropout(self.hidden[-1])
        output = self.out(dropout)

        return F.log_softmax(output, dim=-1)


    def _init_hidden(self, batch_size):
        return Variable(torch.zeros((1, batch_size, self.n_hidden)))


def get_target(label, total_labels=4):
    target = [0] * total_labels
    target[label_2_idx.get(label)] = 1
    return target

labels = set(data["category"])
label_2_idx = {label: idx for label, idx in zip(sorted(labels), range(len(labels)))}
idx_2_label = [label for label, _ in sorted(label_2_idx.items(), key=lambda x: x[1])]

data_train["target"] = data_train["category"].apply(get_target)
data_test["target"] = data_test["category"].apply(get_target)
data_eval["target"] = data_eval["category"].apply(get_target)


ds_train = util.PaddedTextVectorDataset( # custom class
    data_train["description"],
    data_train["target"],
    corpus_dict
)
ds_test = util.PaddedTextVectorDataset(
    data_test["description"],
    data_test["target"],
    corpus_dict
)
ds_eval = util.PaddedTextVectorDataset(
    data_eval["description"],
    data_eval["target"],
    corpus_dict
)

train_dl = DataLoader(ds_train, batch_size=512, shuffle=True)
test_dl = DataLoader(ds_test, batch_size=512, shuffle=False)
eval_dl = DataLoader(ds_eval, batch_size=512, shuffle=False)

vocab_size = len(corpus_dict.word_to_idx)
emb_dim = 4
n_hidden = 15
n_out = len(label_2_idx)

model = GRU(vocab_size, emb_dim, n_hidden, n_out)
opt = optim.Adam(model.parameters(), 1e-2)

util.fit(model=model, train_dl=train_dl, test_dl=test_dl, loss_fn=F.cross_entropy, opt=opt, epochs=35)
torch.save(model, "models/gru")

Train loss:	0.4153
Val loss:	0.4991


test_dl = DataLoader(ds_test, batch_size=1, shuffle=False)
eval_dl = DataLoader(ds_eval, batch_size=1, shuffle=False)

_, y_pred_test_gru, y_pred_prob_test_gru = util.predict(model, test_dl)
scores["gru"] = balanced_accuracy_score(
    data_test["category"],
    list(map(lambda x: idx_2_label[x], y_pred_test_gru))
)
print("Balanced accuracy score: {:.1f}%".format(scores["gru"] * 100))

Balanced accuracy score: 83.7%


_, _, y_pred_prob_eval_gru = util.predict(model, eval_dl)

eval_pred_gru = val.predict_labels(y_test_baseline, y_pred_prob_test_gru,
                                   y_pred_prob_eval_gru, np.array(idx_2_label))
eval_auto_gru = val.predict_labels(y_test_baseline, y_pred_prob_test_gru,
                                   y_pred_prob_eval_gru, np.array(idx_2_label), 0.999)
vis.show_predicted_labels_distribution(eval_pred_gru, "GRU")


%%time
tic = datetime.now()
ds_eval = util.PaddedTextVectorDataset(
    data_eval["description"],
    data_eval["target"],
    corpus_dict
)
eval_dl = DataLoader(ds_eval, batch_size=1, shuffle=False)
_, _, y_pred_prob_eval_gru = util.predict(model, eval_dl)

inference_time_s["gru"] = (datetime.now() - tic).total_seconds()

CPU times: user 4.62 s, sys: 11.5 ms, total: 4.63 s
Wall time: 4.64 s


class LSTMPretrained(nn.Module):
    def __init__(self, n_hidden, n_out):
        super().__init__()
        self.emb = nn.Embedding.from_pretrained(glove.vectors)
        self.emb.requires_grad_ = False
        self.embedding_dim = 300
        
        self.n_hidden = n_hidden
        self.n_out = n_out

        self.lstm = nn.LSTM(self.embedding_dim, self.n_hidden, num_layers=1)
        self.dropout = nn.Dropout(0.5)
        self.out = nn.Linear(self.n_hidden, self.n_out)
        
    def forward(self, sequence, lengths):
        batch_size = sequence.size(1)
        self.hidden = self.init_hidden(batch_size)
        embs = self.emb(sequence)
        embs = pack_padded_sequence(embs, lengths, enforce_sorted=True)
        lstm_out, (self.hidden, _) = self.lstm(embs)
        lstm_out, lengths = pad_packed_sequence(lstm_out)
        dropout = self.dropout(self.hidden[-1])
        output = self.out(dropout)
        return F.log_softmax(output, dim=-1)
    
    def init_hidden(self, batch_size):
        return Variable(torch.zeros((1, batch_size, self.n_hidden)))


ds_emb_train = util.PaddedTextVectorDataset(
    data_train["description"],
    data_train["target"],
    emb=glove
)
ds_emb_test = util.PaddedTextVectorDataset(
    data_test["description"],
    data_test["target"],
    emb=glove
)
ds_emb_eval = util.PaddedTextVectorDataset(
    data_eval["description"],
    data_eval["target"],
    emb=glove
)

dl_emb_train = DataLoader(ds_emb_train, batch_size=512, shuffle=True)
dl_emb_test = DataLoader(ds_emb_test, batch_size=512, shuffle=False)
dl_emb_eval = DataLoader(ds_emb_eval, batch_size=512, shuffle=False)

n_hidden = 50
n_out = len(label_2_idx)

emb_model = LSTMPretrained(n_hidden, n_out)
opt = optim.Adam(emb_model.parameters(), 1e-2)

util.fit(model=emb_model, train_dl=dl_emb_train, test_dl=dl_emb_test,
         loss_fn=F.cross_entropy, opt=opt, epochs=11)
torch.save(emb_model, "models/lstm_pretrained_emb")

Train loss:	0.1600
Val loss:	0.2468


dl_emb_test = DataLoader(ds_emb_test, batch_size=1, shuffle=False)
dl_emb_eval = DataLoader(ds_emb_eval, batch_size=1, shuffle=False)

y_true_emb_test, y_pred_emb_test, y_pred_prob_emb_test = util.predict(emb_model, dl_emb_test)
scores["lstm+emb"] = balanced_accuracy_score(
    np.argmax(y_true_emb_test, axis=1),
    y_pred_emb_test
)
print("Balanced accuracy score: {:.1f}%".format(scores["lstm+emb"] * 100))

Balanced accuracy score: 94.0%


_, _, y_pred_prob_eval_emb = util.predict(emb_model, dl_emb_eval)

eval_pred_emb = val.predict_labels(y_test_baseline, y_pred_prob_emb_test,
                                   y_pred_prob_eval_emb, np.array(idx_2_label))
eval_auto_emb = val.predict_labels(y_test_baseline, y_pred_prob_emb_test,
                                   y_pred_prob_eval_emb, np.array(idx_2_label), 0.99)
vis.show_predicted_labels_distribution(eval_pred_emb, "LSTM + pretrained embs")


%%time
tic = datetime.now()
ds_emb_eval = util.PaddedTextVectorDataset(
    data_eval["description"],
    data_eval["target"],
    emb=glove
)
dl_emb_eval = DataLoader(ds_emb_eval, batch_size=1, shuffle=False)
_ = util.predict(emb_model, dl_emb_eval)
inference_time_s["lstm+emb"] = (datetime.now() - tic).total_seconds()

CPU times: user 4.4 s, sys: 29 ms, total: 4.43 s
Wall time: 4.44 s


ds_train_bert = bert.get_dataset(
    list(data_train["description"]),
    list(data_train["target"]),
    max_vector_len=64
)
ds_test_bert = bert.get_dataset(
    list(data_test["description"]),
    list(data_test["target"]),
    max_vector_len=64
)
ds_eval_bert = bert.get_dataset(
    list(data_eval["description"]),
    list(data_eval["target"]),
    max_vector_len=64
)


batch_size = 64

dl_train_bert = DataLoader(ds_train_bert, sampler=RandomSampler(ds_train_bert), batch_size=batch_size)
dl_test_bert = DataLoader(ds_test_bert, sampler=SequentialSampler(ds_test_bert), batch_size=batch_size)
dl_eval_bert = DataLoader(ds_eval_bert, sampler=SequentialSampler(ds_eval_bert), batch_size=batch_size)


if torch.cuda.is_available():        
    device = torch.device("cuda")
else:
    print('No GPU available, using the CPU instead.')
    device = torch.device("cpu")

No GPU available, using the CPU instead.


b_model = bert.BERTModel(n_out=4)
b_model.to(device)

Some weights of the model checkpoint at bert-base-uncased were not used when initializing BertModel: ['cls.seq_relationship.bias', 'cls.predictions.transform.dense.weight', 'cls.predictions.transform.dense.bias', 'cls.predictions.transform.LayerNorm.weight', 'cls.predictions.transform.LayerNorm.bias', 'cls.predictions.bias', 'cls.seq_relationship.weight']
- This IS expected if you are initializing BertModel from the checkpoint of a model trained on another task or with another architecture (e.g. initializing a BertForSequenceClassification model from a BertForPreTraining model).
- This IS NOT expected if you are initializing BertModel from the checkpoint of a model that you expect to be exactly identical (initializing a BertForSequenceClassification model from a BertForSequenceClassification model).

BERTModel(
  (l1): BertModel(
    (embeddings): BertEmbeddings(
      (word_embeddings): Embedding(30522, 768, padding_idx=0)
      (position_embeddings): Embedding(512, 768)
      (token_type_embeddings): Embedding(2, 768)
      (LayerNorm): LayerNorm((768,), eps=1e-12, elementwise_affine=True)
      (dropout): Dropout(p=0.1, inplace=False)
    )
    (encoder): BertEncoder(
      (layer): ModuleList(
        (0-11): 12 x BertLayer(
          (attention): BertAttention(
            (self): BertSelfAttention(
              (query): Linear(in_features=768, out_features=768, bias=True)
              (key): Linear(in_features=768, out_features=768, bias=True)
              (value): Linear(in_features=768, out_features=768, bias=True)
              (dropout): Dropout(p=0.1, inplace=False)
            )
            (output): BertSelfOutput(
              (dense): Linear(in_features=768, out_features=768, bias=True)
              (LayerNorm): LayerNorm((768,), eps=1e-12, elementwise_affine=True)
              (dropout): Dropout(p=0.1, inplace=False)
            )
          )
          (intermediate): BertIntermediate(
            (dense): Linear(in_features=768, out_features=3072, bias=True)
            (intermediate_act_fn): GELUActivation()
          )
          (output): BertOutput(
            (dense): Linear(in_features=3072, out_features=768, bias=True)
            (LayerNorm): LayerNorm((768,), eps=1e-12, elementwise_affine=True)
            (dropout): Dropout(p=0.1, inplace=False)
          )
        )
      )
    )
    (pooler): BertPooler(
      (dense): Linear(in_features=768, out_features=768, bias=True)
      (activation): Tanh()
    )
  )
  (l2): Dropout(p=0.3, inplace=False)
  (l3): Linear(in_features=768, out_features=4, bias=True)
)


params = list(b_model.named_parameters())

print("Embedding Layer:")
for p in params[0:5]:
    print("{:<55} {:>12}".format(p[0], str(tuple(p[1].size()))))

print("\nFirst Transformer")

for p in params[5:21]:
    print("{:<55} {:>12}".format(p[0], str(tuple(p[1].size()))))

print("\nOutput Layer")

for p in params[-4:]:
    print("{:<55} {:>12}".format(p[0], str(tuple(p[1].size()))))

Embedding Layer:
l1.embeddings.word_embeddings.weight                    (30522, 768)
l1.embeddings.position_embeddings.weight                  (512, 768)
l1.embeddings.token_type_embeddings.weight                  (2, 768)
l1.embeddings.LayerNorm.weight                                (768,)
l1.embeddings.LayerNorm.bias                                  (768,)

First Transformer
l1.encoder.layer.0.attention.self.query.weight            (768, 768)
l1.encoder.layer.0.attention.self.query.bias                  (768,)
l1.encoder.layer.0.attention.self.key.weight              (768, 768)
l1.encoder.layer.0.attention.self.key.bias                    (768,)
l1.encoder.layer.0.attention.self.value.weight            (768, 768)
l1.encoder.layer.0.attention.self.value.bias                  (768,)
l1.encoder.layer.0.attention.output.dense.weight          (768, 768)
l1.encoder.layer.0.attention.output.dense.bias                (768,)
l1.encoder.layer.0.attention.output.LayerNorm.weight          (768,)
l1.encoder.layer.0.attention.output.LayerNorm.bias            (768,)
l1.encoder.layer.0.intermediate.dense.weight             (3072, 768)
l1.encoder.layer.0.intermediate.dense.bias                   (3072,)
l1.encoder.layer.0.output.dense.weight                   (768, 3072)
l1.encoder.layer.0.output.dense.bias                          (768,)
l1.encoder.layer.0.output.LayerNorm.weight                    (768,)
l1.encoder.layer.0.output.LayerNorm.bias                      (768,)

Output Layer
l1.pooler.dense.weight                                    (768, 768)
l1.pooler.dense.bias                                          (768,)
l3.weight                                                   (4, 768)
l3.bias                                                         (4,)


optimizer = optim.AdamW(b_model.parameters(), lr=2e-5, eps=1e-8)

def loss_fn(outputs, targets):
    return torch.nn.BCEWithLogitsLoss()(outputs, targets)


epochs = 2
total_steps = len(dl_train_bert) * epochs

scheduler = get_linear_schedule_with_warmup(
    optimizer, 
    num_warmup_steps=0,
    num_training_steps=total_steps
)
print(f"Total steps: {total_steps}")

Total steps: 610


bert.fit(b_model, dl_train_bert, dl_test_bert, optimizer, scheduler, loss_fn, device, epochs=epochs)
torch.save(b_model, "models/bert_fine_tuned")

2024-02-04 13:51:52.683420	Epoch 1 / 2
Training...
2024-02-04 13:54:12.157548	step 40 / 305 done
2024-02-04 13:56:30.264885	step 80 / 305 done
2024-02-04 13:59:03.316247	step 120 / 305 done
2024-02-04 14:01:29.783669	step 160 / 305 done
2024-02-04 14:03:50.865753	step 200 / 305 done
2024-02-04 14:06:11.886009	step 240 / 305 done
2024-02-04 14:08:33.842582	step 280 / 305 done
2024-02-04 14:09:58.662306	Average training loss: 0.18

2024-02-04 14:09:58.662722	Validating...
2024-02-04 14:11:01.597506	Average validation loss: 0.10

2024-02-04 14:11:01.597602	Epoch 2 / 2
Training...
2024-02-04 14:13:28.340245	step 40 / 305 done
2024-02-04 14:16:00.260456	step 80 / 305 done
2024-02-04 14:18:24.528143	step 120 / 305 done
2024-02-04 14:20:46.540748	step 160 / 305 done
2024-02-04 14:23:08.341153	step 200 / 305 done
2024-02-04 14:25:29.190032	step 240 / 305 done
2023-07-06 14:27:44.480808	step 280 / 305 done
2024-02-04 14:29:15.922462	Average training loss: 0.08

2024-02-04 14:29:15.922928	Validating...
2024-02-04 14:30:18.461578	Average validation loss: 0.09


Training complete!


%%time
_, y_pred_prob_test_bert = bert.predict(b_model, dl_test_bert, device)

CPU times: user 3min 36s, sys: 37.2 s, total: 4min 13s
Wall time: 1min 2s


scores["bert"] = balanced_accuracy_score(
    data_test["category"],
    list(map(lambda x: idx_2_label[x], np.argmax(y_pred_prob_test_bert, axis=1)))
)
print("Balanced accuracy score: {:.1f}%".format(scores["bert"] * 100))

Balanced accuracy score: 94.9%


_, y_pred_prob_eval_bert = bert.predict(b_model, dl_eval_bert, device)

eval_pred_bert = val.predict_labels(y_test_baseline, y_pred_prob_test_bert,
                                    y_pred_prob_eval_bert, np.array(idx_2_label))
eval_auto_bert = val.predict_labels(y_test_baseline, y_pred_prob_test_bert,
                                    y_pred_prob_eval_bert, np.array(idx_2_label), 0.999)
vis.show_predicted_labels_distribution(eval_pred_bert, "BERT fine-tuned")


%%time
tic = datetime.now()
ds_eval_bert = bert.get_dataset(
    list(data_eval["description"]),
    list(data_eval["target"]),
    max_vector_len=64
)
dl_eval_bert = DataLoader(ds_eval_bert, sampler=SequentialSampler(ds_eval_bert), batch_size=batch_size)
_ = bert.predict(b_model, dl_eval_bert, device)
inference_time_s["bert"] = (datetime.now() - tic).total_seconds()

CPU times: user 3min 40s, sys: 35.5 s, total: 4min 16s
Wall time: 1min 9s


print(
    "Balanced accuracy scores\n{}".format(
        "\n".join(["{}: {:.1f}%".format(method, score * 100) for method, score in scores.items()])
    )
)

Balanced accuracy scores
baseline: 75.2%
gru: 83.7%
lstm+emb: 94.0%
bert: 94.9%


inference_time = pd.DataFrame({
    "sec": list(inference_time_s.values()),
    "method": list(inference_time_s.keys())
})
inference_time["secs_per_message"] = inference_time["sec"] / data_eval.shape[0]

print("Inference time per message estimation:\n{}".format(inference_time))

Inference time per message estimation:
         sec    method  secs_per_message
0   0.235532        lr          0.000056
1   4.638827       gru          0.001112
2   4.440911  lstm+emb          0.001065
3  69.597648      bert          0.016686


for i, (label_true, label_pred) in enumerate(zip(data_eval["category"], eval_pred_emb)):
    if label_true != label_pred and label_pred != "UNK":
        print("Idx: {}\nTrue: {}\nPredicted: {}\nDescription:\n{}\n\n".format(
            i,
            label_true,
            label_pred,
            data_eval["description"].iloc[i]
        ))

Idx: 2
True: Household
Predicted: Books
Description:
Pragati Pro flower basket diary Pragati Pro flower basket diary


Idx: 25
True: Electronics
Predicted: Household
Description:
ZOZO [4+1] Premium Plastic Auto Trim Removal Multi-Use and Rust Free Stainless Steel Fastener Remover Combination Set Car Dash Audio Radio Door Panel Repair Installer Open Pry Tool Powseed 5pcs Multi-use Removal Tool Set FASTENER REMOVER Rust Free Design + Plastic. Large handle for comfort using. Easy Carry. Plastic Panel Removal Tool 4 pcs Made from Premium Plastic, Strong and Tough. Multi-use panel tools apply anywhere inside or outside your vehicle space and crevices that hard to reach.


Idx: 31
True: Electronics
Predicted: Household
Description:
Inditradition Hand Paper Shredder/Paper Cutter With Steel Blades for A4 & A5 Sheets This Mini Paper Shredder is a clean alternative to destroying confidential papers and family documents. It is operated by the simple turn of the rotating handle and it shreds paper into strips of 3mm width. The paper shreds are collected into the Shredder Box. Ideal for home, office, schools and other institutions. It is washable and perfectly portable to use. Package contains 1 Pc Hand Shredder with Product Information on the package. Product Features:- Operates By Hand and Simple Turn of The Rotating Handle. Shreds Paper into Thin Strips of 3mm Width Which Collect in the Shredder Box. Fit For Office, School Or Family Use. Washable and Portable To Use. Made Of 100% Durable ABS Plastic, It Is Fit For Long-Term Use. Package Includes 1 Pc Hand Paper Shredder with Handle and Instructions For Use. Colors May Vary.


Idx: 33
True: Electronics
Predicted: Clothing & Accessories
Description:
Amscan 844869 Adult Bare Bone Skeleton Costume, Medium (6-8), Black Who said being an adult means you can't have fun? This Halloween is all about making memories and being the life of the party. Transform yourself into the character of your dreams with our Bare Bones Skeleton Halloween costume for women. The creative design and vibrant colors are guaranteed to get you noticed - best friends and family members will remember your costume for years to come. With quality materials and functional design you'll be able to spook the neighborhood feeling comfortable and at ease. Our Bare Bones Skeleton Halloween costume will make you so popular you'll have to turn off your phone to get away from themed party invitations and cosplay conventions. Whether you choose to save your costume for future events or pass it on to a friend, you'll always have the memories of you rocking this picture-perfect Halloween costume.


Idx: 63
True: Books
Predicted: Household
Description:
Decals Design 'Kitchen Quote Modern Art' Wall Sticker (PVC Vinyl, 50 cm x 70 cm x 1 cm, Black) Ideal for family lounge, bedroom, cafe and restaurant, kids room, nursery room, etc. Features PVC, non-toxic and waterproof. These wall stickers decorate your home just in minutes. Our wall decal application instructions will make it easy for you to apply your wall decals. The surface you wish to attach your decal must be clean and free from dust, grease or any other contamination. Simply peel those pre-cut pieces of wall stickers off from the backing paper and apply them to the desired area. Refer to the finished design shown in between the sheet and follow the numbers mentioned on the pieces to form the desired pattern. Freshly painted or lacquered surfaces must be allowed to completely cure for minimum 30 days before the decal is applied. After pasting the wall stickers on your wall, press firmly along the border and remove air bubbles if any. Repeat, if required. Do not apply on wet walls. It will be helpful and fun if you take help of your friends or family members.


Idx: 85
True: Books
Predicted: Electronics
Description:
Alliance Network - Steering Wheel Cover wooden finish (BEIGE) ALLIANCE NETWORK :- steering wheel covers fit middle size steering wheels. Suitable for:- Audi, BMW(except Mini), Chevrolet, , Fiat, Ford, Hyundai, Honda, Jeep, Land Rover, Lexus, MercedesBenz, Mazda, Nissan, Peugeot, Renault(except kwid), Skoda, TATA (except tiago,nano,tigor,nexon),Toyota, Volkswagen(except Jetta), Volvo, etc. If you are not sure whether our products fit your car, you may leave us a message. Better comfort:-  Breathable, soft padding, contour shape and massaging design. Durability:- Heat resistant, cold resistant and wear-resistant. Increased safety:- A better grip on the wheel gives you more control on the road. Green material:-Our products are totally eco-friendly and healthy. ALLIANCE NETWORK has been devoted to designing, manufacturing and supplying high quality steering wheel covers for ten years. We choose high quality, eco-friendly and healthy materials. We employ advanced manufacturing technique and the whole production process is under strict quality control.


Idx: 93
True: Household
Predicted: Electronics
Description:
Targus Smart Surge 4 APS12AP-50 Surge Protector (Black) 2m power cord. Child safety shutter. Circuit breaker to avoid power overload.


Idx: 112
True: Clothing & Accessories
Predicted: Books
Description:
Heelium Premium Bamboo Running Socks, Ankle Length, Odour Control, Breathable Cushioned Comfort, Free Size, Combos (Black, White, Grey, Blue) 3 Pairs | Men As a runner, you need a gear that best aligns with your body, promotes good health and helps you perform better. Socks are a largely neglected accessory that can affect your output in many ways.   To list a few, the problems that an athlete faces today are:   Blisters, black toes and callus due to the relative motion of socks inside the shoes  Lack of cushioning leads to greater impact forces on knee and ankle joint  Smelly feet due to odor creating bacteria  Low breathability due to inadequate material and design  Low durability due to use of low quality and weaker yarn material.    WORRY NOT, HEELIUM IS HERE TO SAVE THE DAY!     PRODUCT BENEFITS   1. Padded Heel & Forefoot: Heel and Forefoot pads provide improved impact protection and excellent comfort  2. Stopper: Stopper protects your feet from blisters by ensuring your socks don't slip into your shoes.  3. Honeycomb Mesh: This innovative design maximises sweat evaporation and keeps your feet dry for long durations.  4. Arch Support: Central elastane provides support and contours to the shape of your feet for enhanced grip.  5. Ultra light weight.  6. Perfect for workouts and sports like badminton, tennis, etc.  7. Tested for durability and antibacterial activity as per ASTM Standards.    WHY YOU NEED TO SWITCH TO BAMBOO NOW?    Bamboo socks are composed of natural anti-bacterial bamboo fibres which drastically reduce foot odour by up to 70%. Thanks to the thermo-regulating property of bamboo, this comfort can be maintained in all kinds of temperatures unlike other fabrics. The eco-friendly bamboo cloth is more comfortable and gentle than many manmade fibres and do not irritate the skin.    ABOUT HEELIUM:    Heelium is an athletic footwear and wearables company with core focus on sports safety, performance and innovation.


Idx: 165
True: Books
Predicted: Clothing & Accessories
Description:
YaYa cafe Fathers Day Tu Mera Dil Tu Meri Jaan Oh I Love You Daddy Family T-Shirt Combo for Dad and Kid Matching Dad and Kids T-shirts: Gift Dad and daughter or Son Family T-shirts made for Awesome dads and kids. Our range of Matching family outfits are also available in plus size clothing. Fathers day gifts are the best way to strengthen the characteristics of best designed Dad and daughter or Son matching outfits. Browse through our collection of Family Tshirts in colorful designs and variety of sizes. Gift set contents:  1 Men's Tshirt for Father 1 Kids T-shirt for Daughter or Son  Dad and daughter T Shirts set details -  Fabric: Cotton Fabric Strength:160 - 180 GSM Style: Printed Neckline: Round Neck Sleeve Length: Half Sleeves Color fastness of fabric and print - 100%  Sizes available for Men - S (38 inches), M (40 inches), L (42 inches), XL (44 inches), XXL (46 inches), 3XL (48 inches), 4XL (50 inches). Sizes available for Kids Tshirts (as per age group) - 1-2, 2-4, 5-7, 8-10, 11-14, 14-16 years.  Sizes available for Kids Onesies/Baby rompers (as per age group) - 0-3, 3-6, 6-9, 9-12 months baby in full/half sleeves.  Please go through the size chart thoroughly before confirming the sizes.  Care - Use mild detergent for cold wash, soft iron only, wash inside out, Don't soak, Dry in shade, Don’t bleach and Squeeze After Wash.  Gift Suggestions - Birthday gifts for father, Fathers day gifts, birthday gifts for dad, dad and daughter matching clothes T-shirts, father and baby dresses combo, new dad gifts, first fathers day gifts, gifts for would be dads, Matching Family t shirts for Dad and kids - daughter, son, Gifts for family, Holiday vacation t-shirts.


Idx: 276
True: Books
Predicted: Household
Description:
iDream Kid's PVC Pig Family Toy Set Action Figure 9cm and 5.8cm (Multicolour)-Set of 4 Design inspired by peppa & her family.4Pcs Peppa pig family, design inspired by Peppa, George, daddy and mummyGood quality PVC material, articulating hands and legsSize: daddy and mummy - 9cm, peppa and george - 5.8cm


Idx: 277
True: Electronics
Predicted: Household
Description:
ShoppoStreet Mini Aroma Essential Oil Diffuser, Wood Grain Cool Mist Humidifier Portable Ultrasonic Humidifier with 6 Color Changing Lights Multi-Color (Color - As per Availability) Features:  ShoppoStreet 100% brand new and high quality. 7 color changing wood grain humidifier. Material: ABS Water tank: 130ml Power: < 3 W Power mode: DC 5V, DC (USB) Size: (H) 95 X (D-dia.) 100 mm Make your home smells good. Prevent dry and cracked skin during dry winters. Humidifying the air, makes breathing easier and reduces coughing and sinus congestion due to colds, allergies, and flu. Placed at home, yoga, office, spa, bedroom, baby room, reduce the smell of cigarettes, cooking and pets. Perfect gifts for families and friends, who love aromatherapy or benefit from aromatherapy, Package Content 1 X Humidifier 1 X USB Cable 1 X Instruction Manual


Idx: 327
True: Books
Predicted: Household
Description:
Shopper52 Hot Melt Glue Gun for School Kids Art Craft Home Industrial Use Decorating Purpose with 2 Free Glue Sticks - HTGLVEGN Hot melt easy to use multi purpose glue gun for almost all bonding jobs of any office and house. Trigger-feed for even glue flow perfect for home repairs, hobbies and crafts lower temperature for delicate materials and safety two finger trigger for better control. Examples of usage, repair holes in window screens reattach the float for a tank after its mount corroded away repair broken tail light covers on cars reattach trim on cars reattach the side view mirror on a car re-attach the heel of a shoe repair the cracked housing of an electric appliance make an impromptu model for your kids school project reattach plastic kitchen cabinet drawers to wooden face plates repair of toys, furniture, tv, radio or any plastic product body cracks, etc. Re-attaching book binding or covers without stitching. Repair umbrellas whose spines have separated from the material other features, glue sticks absolutely free with this product plug in gun. Load the glue sticks into the back of the gun. Press trigger several times until the glue stick is firmly set into the inlet tube allow the glue gun to warm up for approximately 5 minutes squeeze trigger until glue flows from nozzle.


Idx: 342
True: Household
Predicted: Electronics
Description:
Uniqus 45mm 0-9 3D Metal House Door Auto Car Address Number Digits Numeral Plate Plaque Sign Room Gate Badge Sticker with Self-Adhesive Color Name Digital 5 Size Black Item type: stickers; design: words; category: 3d; item length: 4.5cm; item width: 4.5cm; type of sticker: car body; model name: nlld6230; type: glue sticker; item diameter: 4.5cm; model: oem; is_customized: yes; brand name: karlor; item height: 0.5cm; packaging: comes packaged; sticker placement: the whole body; material type: metal; item: digital sticker; type: car sticker;


Idx: 343
True: Electronics
Predicted: Household
Description:
Microsoft Lumia 550 8GB 4G Black Microsoft lumia 550 experience the power of windows 10 at a price that won't hurt your wallet. With 4g lte connectivity, smooth multitasking and the all new microsoft edge browser, you can get to what matters faster. A richer office experience the lumia 550 comes with the latest version of the office apps you love. Word, excel and powerpoint have been optimized for mobile use. They function beautifully on a phone and with rich editing tools built in, the new outlook mail app makes managing email on the go effortless. Work anywhere with windows 10 on your lumia 550, you can access the same great microsoft services and apps that you're familiar with on your laptop. Free onedrive storage helps keep your documents safe in the cloud and gives you the freedom to access and edit them on your phone. Your truly personal assistant start your day with a personalized snapshot of the information you want - cortana gives you traffic info, the weather forecast and your schedule. Need to buy flowers? With cortana for windows 10, you can set a location-based reminder on a pc and it will arrive just in time on your lumia. Get your own personal assistant and find out what it's like to have help with everyday tasks. Faster and smoother the lumia 550 is designed for 4g lte, so you'll get a blazing fast data connection to let you get more done. Multitasking is super smooth across all of your open apps with a qualcomm snapdragontm quad-core processor, while the beautiful 4.7" Hd display is great for viewing documents and pictures. All at a price that won't put a dent in your wallet. Powerful performance look forward to your day without the worries of needing a power boost. With a powerful 2100 mah battery, an ultra low power glance screen that gives you notifications without turning on your phone and an effective battery saver mode, the lumia 550 goes as long as your day calls for.


Idx: 375
True: Household
Predicted: Electronics
Description:
Skyfun Starry Light Star Master Office Desktop Book-Shelf Table Projector Stand Led Lamp (Star Master Projector) Size name:Star Master Projector   Simple And Stylish, Easy To Operate. Simple And Stylish Lamp-Unique Guide Plate, Light And Soft, The Thinnest Led Desk Lamp On The Market, Portable Design That Is Equally At Home Indoors And Out. User-Friendly Design, Low Consumption And Long Lifespan. Excellent For College And University Students Who Need Small Lights For Reading And Studying.


Idx: 413
True: Household
Predicted: Clothing & Accessories
Description:
Yellow Chimes Jolly Charms 925 Silver Plated (hallmarked) Charm Bracelet for Girls & Women Yellow Chimes gives its own unique designs to renowned jewellery manufacturers all over the world and brings exclusive Jewellery to you. The price is assured to you as we remove all middlemen margins and real-estate expenses by directly purchasing from international manufacturers. Thus, beautiful and contemporary Fashion Jewellery is made available at very reasonable prices to our valuable customers. So, buy with confidence. "One thing we can ensure is that our products are liked so much by people that definitely it will bring the smile on your face too."


Idx: 422
True: Household
Predicted: Electronics
Description:
GOOSEBERRY® Mini USB Vacuum Cleaner Brush Dust Cleaning Kit for Computer, Keyboard, PC Laptop Description: the mini size is easy to clean the dirt at the corner of the keyboard. It is also made for vacuuming heavier dirt and dust. This keyboard vacuum cleaner can be plugged straight into USB port, simply connect the vacuum to the USB port of your laptop or computer. It can keep your keyboard clean with this portable vacuum cleaner. It is great for the keyboard, printer, camera equipment, audio-visual equipment and office electronic equipment. Specification: color: deep blue material: plastic size: approx 130x40x35mm this USB vacuum cleaner is provided with a large, small suction mouth, they are interchangeable. wherein a relatively large diameter, can draw some larger debris. The other is from the brush and three relatively small suction mouth composed, convenient side brush side absorb a keyboard dust. Package includes: 1x USB keyboard cleaner with cable 2xsuction mouth.


Idx: 438
True: Household
Predicted: Clothing & Accessories
Description:
Luvlap Soft Flannel Baby Blanket, Beige Cat (80cm x 100cm) Color:Beige Cat   Designed for newborns and toddlers alike in white with high contrast colors and engaging patterns, stimulate and delight all the senses. Machine wash cold, tumble dry on low temperature. Do not use bleach. Made with shrink-resistant fabric.


Idx: 444
True: Electronics
Predicted: Books
Description:
ElecStars Kids LED Night Projector Lamp Making your or children's night magical doesn't require you to be a magician! Just a simple device can do it for you. This lamp is great for arousing curiosity in the kids for universe and astronomical Science. You can even locate the galaxy you are living in and a number of stars. This is a new popular cosmos star projector lamp. It can help you put the universe back home, provides you a piece of the sky that changes colour, rotating its base, and there will be different colorful space, so find the constellation that you belong to. It is ideal for decorating wedding, birthday, and parties. You can choose the different power operation methods, USB Cable or Batteries.


Idx: 462
True: Electronics
Predicted: Household
Description:
Pure Cure + Co Glow Blood Purifying Formula For Healthy Skin, Clear Complexion Ayurvedic Mahamanjishtadi 60 X 500 Mg Tablets Size:Pack Of 1   An improper diet, stressful lifestyle and environmental pollution all take their toll on our skin, complexion and it's glow. This Ayurvedic formula takes a holistic approach to skin care — it helps to purify the blood, detox the body and improve circulation, there by ensuring healthy skin and a clear, glowing complexion for men and women. It is a natural pill that helps in boosting your immunity as well as supports healing, joint comfort, and weight loss.Ingredients:Amalaki, Anantamula, Aragvadha, Asana, Ativisha, Bakuchi, Bharangi, Bhringaraj, Bhunimba, Brahmi, Brihati, Chandan, Chitraka, Darvi, Devadaru, Dhatri, Dusparsa, Guduchi, Haridra, Haritaki, Indravaruni, indrayava, Karanja, Karutakah, Katvi, Khadira, Kushta, Kutaja, Manjishta, Murva, Mustaka, Nimba, Parpata, Patha, Patola, Pippali, Shatavari, Shunti, Subaha, Vacha, Valakam, Varuna mool, Vasa, Vibhitaki, Vidanga.Dosage:2 tablets twice daily before meals.


Idx: 507
True: Electronics
Predicted: Household
Description:
Trendmax Rechargeable Night LED Selfie Flash Light for Smartphones(Multicolour) It is with LED bulbs will be able to provide enough lighting for you to take great selfies, providing continuous LED light, less heat and with a bright light in low light scene. Rechargeable, perfect light for mobile devices : So easy to use, just clip on your phone and press the power button, you will be able to switch to another lighting level. You can select the intensity of the light that you most like. Clamp holds up very well. It is designed with anti-slip and scratch-resistant sponge which can effectively prevent it from falling off and protect phone from being scratched. It is lightweight and easily carried in your pocket or bag so you can enjoy using it everywhere. Does not heat up after continuous use and this can also be used as an emergency light. It serves as a great emergency light for dark circumstances, or could be a fun side supplemental light for creative photography or video. It is with 3 different levels of brightness, you'll find the perfect lighting needed for your photos. Compatible with most smart phones.


Idx: 508
True: Books
Predicted: Electronics
Description:
Lenovo 730s 24IKB AIO 23.8-inch All-in-One Desktop (8th gen Core i5-8250U/8GB/2TB/Windows 10 Home/2 GB Graphics), Iron Grey The IdeaCentre All-in-One 730S offers Advanced In-Cell Touch (AIT) technology that makes it possible to experience FHD resolution on an ultra-thin near edgeless 23.8” touchscreen display. Stream movies, call a friend or browse your favorite sites—you’ll see every detail. Balanced on a sleek, sturdy stand and finished in Iron Grey, the IdeaCentre AIO 730S display is surprisingly thin—measuring only 7 mm. This modern profile is a perfect accent for your home’s workspace. You’ll have everything you need, the moment you open the box—an all-in-one means no separate tower. Plus, you’ll have one cord for easy, instant set up. Also included is a wireless keyboard and a wireless mouse, complimenting your machine in Iron Grey. The IdeaCentre All-in-One 730S offers premium 8th Generation Intel® Core™ i5 processing for intelligent, ultra-fast responsiveness. Combined with 8 GB DDR4 memory, you’ll be able to get things done quicker, smoother and easier. Keep pace with the digital world. Accelerate everyday tasks and take your performance to the next level, with optional Radeon™ 530 discrete graphics. Enjoy blazing fast responsiveness in virtually everything you do, from office applications to browsers to video editors. Featuring a USB-C connection, IdeaCentre All-In-One 730S can transmit data at up to 5 Gbs per second. Meet Cortana, your own voice-activated personal digital assistant who is prepared to answer your questions, open necessary apps, set reminders and even read appointments from your calendar. Even better, the IdeaCentre All-in-One 730S is equipped with long-range microphones. Speak to Cortana from up to 4 meters away. Need to step away for a moment? Your IdeaCentre All-in-One 730S will detect your absence and automatically lock your computer. We think that’s pretty nifty.


Idx: 534
True: Electronics
Predicted: Household
Description:
Tidy Up! Wire Bin (Black)


Idx: 583
True: Books
Predicted: Clothing & Accessories
Description:
FAINLIST Adult Kids Life Jacket Swimming Boating Drifting Floating Vest with Whistle (Blue) Description: 3 Adjustable straps allows vest to conform to your body shape. Adjustable enough to fit the majority of adults and teens. 3 Quick-release buckles for fast dress and removal,Open-sided styling for adjustability. . Constructed using multiple layers of Ultralight EPE foam for maximum flexibility. .Reflective stripe, makes night activities more safer. . Ideal for Waterskiing, Wakeboarding, Canoeing, Flat Water Boating, Fishing, Tubing etc. . Surface Material: 240 D Polyester Oxford Cloth. Buoyancy: More Than 7.5kg. . Floating Material: EPE. Package Includes: 1 x Life Jacket, 1 x Whistle.


Idx: 586
True: Electronics
Predicted: Household
Description:
RADISSON Elevator Clear Writing Desk P.S Sheets (7m.m / 12x16-inch) RADISSON writing table top (small size) 12*16 inch 7m.m P.S SHEET (MAKE IN INDIA) with 15 days Warranty (t&c).The writing table top you used in your school work,office work and home work for reading,writing and drawing purposes.And also you gifted it to someone in any occasions.Always ensure that you purchase the product from seller - SAI FABRICATIONS to get original and genuine product.Avoid duplicate table top (elevator desk)they made up from chinese sheet.Always used P.S SHEETS PRODUCTS (MAKE IN INDIA) OR KOREAN PURE ACRYLIC SHEET PRODUCTS.if you like our product please give us your most valuable feedback to AMAZON SITE.THANKS WITH WARM REGARDS.


Idx: 594
True: Household
Predicted: Electronics
Description:
TVSE BSC 101 Bar Code Scanner with Ultrascan Decoding Technology TVS BSC 101 Bar Code Scanner with Ultrascan Decoding Technology Advanced Technology for Your Business Give your business the advantage of a TVS BSC 101 Bar code scanner and let it soar higher. Built with Ultra Scan technology, the TVS scanner gives you high speed bar code scanning for the items in your store. It delivers high speed performance of 330 scans per second. Do your best to satisfy your customer by saving their time. Such high speed scanning is made possible by the increased resolution of the device to up to 2500 pixels. All this advance technology will not only prep up your business but will also earn you more customers.  Comfortable Use The TVS BSC 101 Bar code scanner will make your life much easier with easy and accurate billing process. With such amazing decoding accuracy, you can never miss on any item or get the price wrong. You can fix your scanner on a stand and set it up to auto scan for hands free operations. It can be easily installed with plug and play technology. No need for complicated manoeuvres, just aim and shoot at the bar code. The trigger of the device can be easily reached with your thumb. Built with sturdy and strong material, don’t worry if you or your employees accidentally drop the device. You scan items that are at a distance of up to 300 mm as it has higher depth-of-field. It has dimensions of 24.6 x 9.7 x 7.9 cm and weighs 181 g, which makes it easier to handle for long hours. Get the TVS BSC 101 Bar Code Scanner with Ultrascan Decoding Technology and give your business the boost it has been waiting for.


Idx: 624
True: Books
Predicted: Household
Description:
Shag Car Travel Air Bed PVC Inflatable Mattress Pillow Camping Universal SUV Back Seat Couch with Repair Bag Compression Sacks More Tools


Idx: 635
True: Household
Predicted: Books
Description:
The Story of Peter Rabbit (Easter Ornament Books) 


Idx: 643
True: Electronics
Predicted: Household
Description:
DeckUp Minang TV Stand and Home Entertainment Unit (Wenge, Matte Finish) Assembly Required: The Product Requires Basic Assembly And Comes With Diy (Do-It-Yourself) Assembly Instructions.Product Dimensions: Length (47 Inches), Width (16 Inches), Height (20 Inches).Primary Material: Engineered Wood With Melamine Laminate.Color: Dark Wenge, Finish: Matte Finish, Style: Contemporary.


Idx: 660
True: Electronics
Predicted: Books
Description:
Turning Point From the Author Danielle Steel has been hailed as one of the world’s most popular authors, with nearly a billion copies of her novels sold. Her international bestsellers include The Duchess, The Right Time and Fairytale. She is also the author of His Bright Light, the story of her son Nick Traina’s life and death; A Gift of Hope, a memoir of her work with the homeless; and the children’s books Pretty Minnie in Paris and Pretty Minnie in Hollywood. Danielle divides her time between Paris and her home in northern California. 				    	 					 About the Author Danielle Steel has been hailed as one of the world's most popular authors, with over 650 million copies of her novels sold. Her many international bestsellers include Property of a Noblewoman, Blue, Precious Gifts,Undercover, Country, Prodigal Son, Pegasus, A Perfect Life, and other highly acclaimed novels. She is also the author of His Bright Light, the story of her son Nick Traina's life and death; A Gift of Hope, a memoir of her work with the homeless;and the children's books Pretty Minnie in Paris and Pretty Minnie in Hollywood.


Idx: 697
True: Books
Predicted: Household
Description:
Family Store Printed Designer Wire Bound Ruled Paper Sheets (300 Pages) Personal And Office Stationary Notebooks & Diary Notebooks for the love of writing. Beautiful designs outside, matte finish sheets inside.Write, draw, work, whatever you do, you will never forget to leave your beloved notebook behind. This notebook combines utility with style. Size: A4 No. of pages: 500Cover: Multi color with matte lamination Inside: 80 gsm super high quality sheets.


Idx: 770
True: Electronics
Predicted: Clothing & Accessories
Description:
Swisso Analogue Black Dial Women's Watch - Sws-703-Slr-Blk https://amzn.to/2xep946 -- https://amzn.to/2s9TiLS -- Go On Link For More Swisso WatchesSwisso His and Hers Watches - Perfect Matching Couples GiftsSwisso is exclusively trendy and will always give up the most unique and high quality accessories and designs.Let your Wrist shine with a new designer Wrist Watches for Men and Women from Swisso and keep track of time in style! Wear it on and step into a world full of dreams.Best choice as a present Gift for anniversary,Valentine's Day, Christmas and birthday!These watches have been designed in attractive Dial ,Different Strap colours ranging from White to Black, Blue and Brown, Pink and Turquoise. Choose from a series of Different, Unique Fashionable Design Collections.For Other Strap Colors, copy the title and paste in the search box above!!Customer SatisfactionCustomer satisfaction is important to Us. We try to help you out as much as we can and reply to any questions you might have regarding your product, where to buy, the Swisso brand or any other questions you might have for us within 24 Hours.WarrantyWe offer a warranty of 1 Year From purchase date against all manufacturing defects excluding Strap, Glass, and damaged caused by unauthorized third parties,accidents, or incorrect use of the product.PackagingThese Watches are Packed in Proper Swisso Branded boxes and bubbled wrapped to protect from external damage.


Idx: 865
True: Household
Predicted: Electronics
Description:
FINICKY-WORLD V380 Wireless HD IP Security Camera Dual Antenna Live View Finicky World WiFi Security Camera makes it easy to watch your kids, elderly parents, or pets wirelessly on your smartphone or tablet--anytime, anywhere. Easy Setup and Remote View at Anywhere: One-Key WiFi configuration makes setup easy; using mobile devices to quickly set up on WiFi within 5 minutes. And you can see live video with your iPhone, Android mobiles or tablets remotely when you are away from home. Full HD 720P Resolution:The Camera's HD resolution quality can help you view the targets clearly, and it offers 355 horizontal pan and 90 tilt which gives you a full view of any corner of the room clearly. Night Vision: Built-in IR LEDs with ICR offer good night vision of viewing and recording in complete darkness. 2-Way Audio & storage: This Camera has Microphone and Speaker, so you can talk to your pet, baby, elder lively and listen to their voice remotely. And you can use up to 64GB Micro SD Card to record and playback video and audio. You can watch SD card recorded videos using playback option of app. Package: Finicky World 1.3MP IP Camera Power Adapter Mounting Stand Mounting Screws User Manual Important: This camera can work with a 2.4Ghz WiFi Router, Wifi Dongles (Jio, Airtel, etc) but not with a 5.0Ghz. If you have a dual-band router, be sure to enable the 2.4Ghz signal.


Idx: 881
True: Household
Predicted: Electronics
Description:
Generic Gray : 2017 Direct Selling Top Fashion Car Seat Cover Autos Child Safety Seat Pedal Rest Plate for Footstool Put A Mat Knee Guard Kit Item Type: Seat Covers & Supports, Brand Name: GJCHELIVE, Item Width: 6, Mfg Series Number: child safety seat pedal, Item Height: 20, Item Weight: 1550, Item Length: 35, Special Features: footrest, Material Type: High strength plastic, Spare parts classification: Automobile modification parts, Color classification: Dark Grey Pink, Unit Type: piece, Package Weight: , Package Size:


Idx: 887
True: Household
Predicted: Books
Description:
Thanjai Natural Indian Non-Iodised Sea Salt (3 Kg) Salt has been used as a natural flavoring for thousands of years, and it’s so vital to our existence that we’ve even been created with a portion of our tongues designated to taste saltiness. I did a Daniel fast last year and eliminated salt from my diet completely for 10 days, and everything I ate tasted completely bland. During that time, it made me realize how essential salt is to our lives and caused me to spend some extra hours researching all of the many uses and benefits of sea salt.


Idx: 890
True: Books
Predicted: Household
Description:
Intex Challenger 3 Inflatable Raft Boat Set With Pump And Oars | 68370EP 68370E Features: -Challenger boat kit. -3 air chambers including inner auxiliary chamber inside main hull. -Two quick-fill, fast-deflate boston valves. -Rugged vinyl construction. -2 Inflatable seat cushions. -All-around grab line. -Inflatable I-beam floor for comfort and rigidity. -Grab handles on bow. -Welded on oar locks. -Includes 2 48" aluminum oars and high output hand pump. -Oar holders. -Motor mount fittings. -U.S. Coast Guard I.D. -Repair kit, shelf box. -TUV approved. Specifications: -Capacity: 660 lbs. -Inflated dimensions: 54" H x 116" W x 17" D. -Package dimensions: 24.5" H x 17" W x 9.5" D. All products are imported from the USA. All electronic products must be used with a step down/up converter for Indian voltage compatibility. Genuine Imported Products from USA. Prices include Import Custom Duties and Taxes with Free Shipping to your doortstep!


Idx: 893
True: Electronics
Predicted: Household
Description:
Mosquick Teakwood Multipurpose Flexible / Rollable Sofa Tray/Table Mat Real Genuine Teak Wood Multipurpose Sofa Tray , Table Mat , Laptop Desk , Place mat. Can also be used as a tray table with a flat arm. Product is roll-able and easily adapts to a the shape of the side arm. The product comes with a PU fabric backing to make the product anti skid and grips perfect on any surface


Idx: 896
True: Books
Predicted: Household
Description:
Gomukhi Market 5Cm*5M Ripstop Windsurfing Sail Sailboard Kite Tent Repair Patch Model number kite sail repair patch tape, product type other, unit type piece, package weight, package size


Idx: 917
True: Books
Predicted: Clothing & Accessories
Description:
The Museum About the Author Susan Verde grew up in a brownstone in the heart of Greenwich Village in New York City. She spent much of her time as a child clad in bell bottoms and rainbow suspenders. She currently lives in East Hampton, New York, amidst an explosion of Legos, art supplies, and picture books, with her twin boys Joshua and Gabriel, and her daughter Sophia. They are the constant inspiration for her writing.


Idx: 937
True: Electronics
Predicted: Clothing & Accessories
Description:
Emerson Liebert iTON CX 600 VA Line Interactive UPS Emerson Liebert iTON CX 600VA is an outstanding UPS from the prestigious Emerson brand. This is a pure sine wave UPS designed to be used at homes and offices. The inverter gives an uninterrupted performance to the appliances which are connected to it such as the LED, LCD, personal computers, printers etc. The model has a long battery back-up.


Idx: 948
True: Clothing & Accessories
Predicted: Books
Description:
Vector X Men's Fizer Indoor Football Shoes Vector X is one of the established sports brands who provide stylish and innovative sports gear to most of the aspiring sport players as well as others. As a brand they have produced thousands of spectacular gear which have been used by numerous renowned sport personalities. Football, volleyball, basketball, cricket, tennis, badminton and squash are the sports in whose accessories and gear they deal in regularly.


Idx: 993
True: Books
Predicted: Household
Description:
Tupperware SS Modular Large Bowl, 2 Liters, Multicolor, (Set of 1) Tupperware SS Modular Large Bowl, 2 LitresThe Tupperware SS modular Large bowl comes with a Tupperware classic round seal that gives you an airtight as well as liquid-tight performance. Once sealed, this bowl locks in the flavour and freshness of the stored content, while maintaining its original essence. This particular product comes in two convenient sizes that enable easy and efficient storage and serving purposes. With a large capacity of 2L, this multipurpose plastic Large bowl fits the needs of your kitchen and family easily. You can use it to store chopped vegetables or leftover meals too. The Tupperware 2 litres Large bowl is a safe and durable addition to any modern kitchen. Made from non-toxic and food-grade materials, this product prevents chemicals from being released into your food or liquid contents during storage. This Tupperware modular bowl is easy to clean and maintain with just liquid soap and lukewarm water. With a smooth surface and aesthetic design, this stylish product easily blends with your kitchen decor. Designed to store food items for later use, this airtight product will keep the stored content fresh and odour-free too.Specification:Each bowl has the Tupperware classic round seal, which is airtight and liquid tightThis locks in the freshness and flavour and protect the texture of foodsPerfect for Refrigerator storageColors may vary, any one will be shippedCan be used to store and carry dry and liquid food!!!Amazing Homes Deals in wide range of Tupperware, Milton, Amway, Dynamit, Artistry, Padmini, VLCC branded products for your kitchen, kitchen appliance, health, beauty. Visit our Amazon store link for our product line.


Idx: 1002
True: Household
Predicted: Clothing & Accessories
Description:
rsvp Women's Savona Dress Black 14 RV510-1287 Color: Royal Blue Features: -Canopy side wall. -Use with canopy tent frame. -Includes a zipper for connection. Product Type: -Canopy Accessory. Cover Color: -Black. Cover Color: -Blue. Cover Color: -Green. Cover Color: -Grey. Cover Material: -Fabric. Number of Items Included: -1. Dimensions: Overall Product Weight: -3 Pounds.


Idx: 1005
True: Books
Predicted: Clothing & Accessories
Description:
fault lines


Idx: 1038
True: Electronics
Predicted: Household
Description:
Monoprice HPDB50 M/DB25 M SCSI Cable _ Molded - 6ft BRAND : Monoprice, Monoprice 100749 6-Feet HPDB50 M/DB25 M SCSI Cable Molded (100749)


Idx: 1049
True: Books
Predicted: Clothing & Accessories
Description:
Chris & Kate Blue Toiletry Bag | Travel Toiletry Kit Portable Cosmetic-Makeup Bag for Women | Shaving Kit Organizer Bag for Men


Idx: 1052
True: Books
Predicted: Household
Description:
Tea Trunk Camomile Tea Pure whole flowers of Camomile sourced from the foothills of the Himalayas. Caffeine-free, this tea is perfect for soothing sips through the day or at bedtime. Known to calm your colds and cramps, this healing tea will keep you cosy on a rainy day in bed. Perfect before bedtime as it's caffeine-free. Fluff your pillows, it's been a long day. Taste notes are floral, warm and soothing. Paired perfectly with a good book. We sipped ours with a Ruskin Bond.


Idx: 1053
True: Books
Predicted: Household
Description:
Satyam Crafts's Antique Black Golden Chrome Polish Handmade Wall Lantern Diya Hanger - Utility Iron Craft(19.3 cm x 2 cm x 25 cm) Material: Wrought Iron With Polish Multi purpose Uses:- Beautify Your House or Garden by Hanging Lanterns, String Light, Wind chimes,Ornaments Decor, Decorative, Planters, Flower Pots, Birds Feeders and more. Stylish:- Modern and Vintage. handcrafted in Rajasthan (india)


Idx: 1078
True: Household
Predicted: Electronics
Description:
Generic White 2.1A 2 USB Wall Socket Charger Power Panel Receptacle 5 Outlet Switch Description: supply power for mobile phones, digital products, or other electrical equipments. 2 usb ports provides you a hassle-colour:yellow' >solution for charging portable devices. It can meet charge needs of various devices such as ipad and tablet pc. The appearance and size are the same as ordinary sockets, and can be easily fixed. It is universally used in many places such as hotel, restaurant, home, public places, for the convenience of colour:yellow' >in charging digital products. With red indicator light and on off switch specifications: usb charging protected:overvoltage protection overcurrent protection leakage protection panel material:pc flame retardant plastic,safe and reliable. Input: ac110-250v 10a 50/60hz output: dc5v- 2100ma max operation temperature:-40~150. Size:86 * 86 * 6mm colour: white material: flame retardant plastics package includes: 1x wall power supply usb socket 2x screws


Idx: 1121
True: Household
Predicted: Books
Description:
Japanese Candlestick Charting Techniques Review Quote from the first edition of Japanese Candlestick Charting Techniques: "It's hard to be too effusive about the quality of Nison's work. This is clearly one of the best investment books ever written."Bruce Babcock, Jr., Editor-in-Chief, Commodity Traders Consumers Report  From the Publisher An exciting and valuable addition to the literature of technical analysis this ancient Japanese technique is available to American traders in a comprehensive, well-written, and understandable format.John Murphy, PresidentJJM Technical Advisors, Inc. andAuthor of Technical Analysis of the Financial Markets Its hard not to be too effusive about the quality of Nisons work reading [his book] was a pleasure. This is clearly one of the best investment books ever written. We strongly recommend this book, which has already become an investment classic.Bruce Babcock, Jr. Editor-in-Chief, Commodity Trades Consumer Report 				    	 					              See all Product description


Idx: 1140
True: Clothing & Accessories
Predicted: Household
Description:
SAFEYURA® Good Quality Kitchen Hand Gloves for Women These kitchen gloves are made of Natural Rubber.Durable and Waterproof: Extra-long cuffs turn up to catch drips and help keep inside of gloves dry Application: daily household washing bowls, plates, utensils, clothes. These Gloves are comfortable to wear and are flexible in use. It is used in general household work like scrubbing floors, kitchen sinks, shop work or cleaning vegetables, fruits etc. The gloves upper part helps to grip things better. The gloves are resistant to stretching, detergents and washing chemicals. You can use these gloves for gardening, cleaning your kitchen, washing utensils.These are long double colored unisex gloves for both men and women.So take care of your hands while doing daily household work. Features : 1. Application: daily household washing bowls, plates, utensils, clothes. 2.Keeps your hands dry from soap and other detergents. 3. Waterproof Kitchen Cleaning Gloves available with assorted (random) colors. 4. One of the best product which protects your hands and fingers from any kind of Chemical Allergy. 5. Package Contains 3 Pair of Rubber Full Size Kitchen Gloves.


Idx: 1154
True: Electronics
Predicted: Books
Description:
The Sound of Music (45th Anniversary Edition) (function(d,s,id){var js,stags=d.getElementsByTagName(s)[0];if(d.getElementById(id)){return;}js=d.createElement(s);js.id=id;js.src="http://g-ec2.images-amazon.com/images/G/01/imdb/plugins/rating/js/rating.min.js";stags.parentNode.insertBefore(js,stags);})(document,'script','imdb-rating-api');A timeless cinematic treasure soars to new heights in this 45th anniversary edition. Digitally remastered for spectacular sound and pristine picture quality you've never seen or heard the sound of music like this before Julie Andrews light up the screen as maria a spirited young woman who leaves the convent to bring love and music to the home of captain Von Trapp (Christopher Plummer) and his seven children.


Idx: 1158
True: Electronics
Predicted: Clothing & Accessories
Description:
Zip Tie Adhesive-Backed Mounts 100 Pack by Nova Supply. Professional-Grade Professional Strength Cable Tie Bases These high-strength zip tie bases have long-term durability and feature an added screw-hold for even more strength. Your next project is sure to go easier with Nova Supply's premium adhesive-backed cable-tie mounts! Can the zip tie be inserted on all four sides? Absolutely! Makes installation a breeze. How many come in a pack? A total of 100 cable tie mounts come in each package. Installation Guidelines These work best when installed on a clean, flat and, dry surface. Simply peel off the backing paper and apply firmly to the surface. For maximum strength, use a screw in the center. 30-Day Free Returns Satisfaction d! If you aren't completely satisfied with your order, simply reach out to us through the Amazon messaging service and we will respond within 24 hours to make it right even on the weekends. We absolutely your satisfaction or your !


Idx: 1162
True: Clothing & Accessories
Predicted: Books
Description:
DSC Cricket T-Shirt Atmos Full Sleeve DSC is a trusted name in sports goods especially Cricket in India with a history going back to the 1970s. The company has focus to develop products & technologies that help athletes achieve their peak performance. The tagline "FEARLESS" captures the spirit of high performing athletes, who are always ready to accept any new challenges thrown to them in this highly competitive world. DSC Sportswear has technology at the core and keeps you ventilated by facilitating moisture management – no matter what you wear: Shirts and tops, Lowers, Socks, shorts and Track suits. DSC sportswear are constructed with colors that resist both wash out and sun exposure. DSC T-Shirt(Atmos) is made of 100% polyester interlock fabric and has wiking and cooling properties. It is made with seamless technology that allows natural body movement. Ultra light performance polyester fabric is for effortless movement of body during play. Moisture management system wicks away the moisture to feel dry and cool. Piping knit enhances breathability of fabric.


Idx: 1164
True: Clothing & Accessories
Predicted: Books
Description:
Novicz 589 Swimming Armband, Set of 2 Kids (Green) Color:Green   Novicz kids water floating arm bands provide hours of fun while keeping kids safely afloat as they splash around in the water.


Idx: 1168
True: Electronics
Predicted: Household
Description:
Tarkan Shock Proof Protective Soft Transparent Back Case Cover for Honor 7X [Bumper Corners with Air Cushion Technology] Tarkan brings to you a new horizon for protecting and presenting your favourite gadgets. Uniquely crafted by the best designers in the industry. Its Vogue design, and superior quality stands itself a class apart.  We value your gadgets and splash tonnes of creativity in creating every accessory. Because, we realise that a case is much more than providing mere protection. It's an expression. Expression of love for your gadget. Expression of your personality. Expression of your thoughts. And the expression of your passion.


Idx: 1205
True: Books
Predicted: Electronics
Description:
David Busch's Canon EOS Rebel Sl2/200d Guide to Digital Slr Photography About the Author With more than two million books in print, David D. Busch is the worlds #1 best-selling camera guide author, with more than 100 guidebooks for Nikon, Canon, Sony, Olympus, Pentax, and Panasonic cameras, and many popular books devoted to digital photography and imaging techniques. His best-sellers include Digital SLR Cameras and Photography for Dummies, which has sold more than 300,000 copies in five editions, and Mastering Digital SLR Photography, now in its Fourth Edition.The graduate of Kent State University is a former newspaper reporter/photographer, and operated his own commercial photo studio, shooting sports, weddings, portraits, fashion, architecture, product photography, and travel images. For 22 years he was a principal in CCS/PR, Inc., one of the largest public relations/marketing firms based in San Diego, working on press conferences, press kits, media tours, and sponsored photo trade magazine articles for Eastman Kodak Company and other imaging companies. His 2500 articles and accompanying photos have appeared inside and on the covers of hundreds of magazines, including Popular Photography, Rangefinder, and Professional Photographer.For the last decade, Busch has devoted much of his time to sharing his photographic expertise, both in publications, and in seminar/workshops he hosts at the Cleveland Photographic Society School of Photography. He has been a call-in guest for 21 different radio shows nationally and in major markets, including WTOP-AM (Washington), KYW-AM (Philadelphia), USA Network (Daybreak USA), WPHM-AM (Detroit), KMJE-FM (Sacramento), CJAD-AM (Montreal), WBIX-AM (Boston), ABC Radio Network (Jonathan & Mary Show). Hes also been a call-in guest for one Canadian television show, and appeared live on Breakfast Television in Toronto, the Today Show of the Great White North.With a total of more than 200 books to his credit, Busch has had as many as five books appear simultaneously in the Amazon.com Top 25 Digital Photography Books, and when Michael Carr of About.com named the top five digital photography books for beginners, the initial #1 and #2 choices were Buschs Digital Photography All-in-One Desk Reference for Dummies and Mastering Digital Photography. His work has been translated into Arabic, Spanish, Chinese, Japanese, Portuguese, Bulgarian, German, Italian, French, and other languages. Buschs Web portal is www.dslrguides.com


Idx: 1330
True: Household
Predicted: Electronics
Description:
Sodialr Multifunctional 4 Pocket Remote Control Holder Organizer Armchair Couch Storagecolorblack Sodial is a registered trademark only authorized seller of sodial can sell under sodial listingsour products will enhance your experience to unparalleled inspiration sodialr multifunctional 4 pocket remote control holder organizer armchair couch storagecolorblack material polyestersize 94 x 32cmcolor blackkindly remindmachine wash warm 40 celsiusdo not bleachdo not tumble dryiron temperaturedo not drycleanpackage included1 x storage bag1 x iron barnote light shooting and different displays may cause the color of the item in the picture a little different from the real thing the measurement allowed error is +- 1-3cm


Idx: 1356
True: Household
Predicted: Electronics
Description:
Tripp Lite LCD Display TV Monitor Riser Stand w/Storage Drawer, Raises up to 4.7in.for Monitors, Printers or Laptops (MR1612D1) Style name:Storage Drawer   Up to 4.7" Screen Support - 39.68 lb Load Capacity - 12" Height x 40" Width x 30.4" Depth - Desktop - Plastic - Black


Idx: 1371
True: Household
Predicted: Electronics
Description:
Mi LED TV 4A PRO 123.2 cm (49) Full HD Android TV (Black) Size name:49 inches   Important Software Update Information :  Mi LED TV 4A PRO (49)  Here is the first update for Mi LED TV Pro. This update includes few fixes and optimizations. Update now and elevate your TV viewing experience.  Latest Build: OPM1.171019.011.1010 How to Update: Settings -> About -> System Update -> Update will download and install automatically Mi LED TV 4A PRO Product Description:  Wide Screen with a Great Resolution and Picture Quality The Mi LED TV 4A PRO dons features such as Full HD and HDR display, 64-bit Quad-core processor, DTS-HD audio, Google Voice Search, ultra-bright resolution, built-in Chromecast and Play Store, 7,00,000+ hours of content on PatchWall, multiple ports, 49-inch display screen and much more. This television has a wide display with which you will be able to view detailed visuals. The Mi LED TV 4A PRO is the smart Android TV that has almost everything that you are looking for in a TV. Built to Be Sturdy, Made for Entertainment Browse through features like DTS-HD sound, 7,00,000+ hours of content on PatchWall, in-built in Chromecast, personalised recommendations, Google Voice Search and much more. This television by Mi also allows you to accesses almost everything on the internet without any hassles. With multiple ports, you will be able to connect numerous entertainment devices. Watch your favourite movies, TV shows and much more with the 49-inch Mi LED TV 4A PRO. You will also be able to control your entertainment with your voice as the voice enabled remote gives you access to Google Voice Search. • The Mi TV Pro series is based on the Android TV OS and it supports the Bluetooth 4.2 version. Since Bluetooth profiles differ according to devices (headphones and speakers), some devices may not connect or work properly.Affordable, Stylish and Manufactured for the Best Performance Whether you want to mount the TV on the wall or sit it on the table, the Mi LED TV 4A PRO gives you the best performance as it comes with a 64-bit quad-core processor, 2GB RAM + 8GB storage, Bluetooth and Wi-Fi connectivity. With great looks, this TV is gives you access to great entertainment in the comfort of your living room. Tech Spec :   Model : L49M5-AN Model Name : 4A Pro Model Year : 2018 Item Weight : 11 Kg Product Dimensions : 110.4 x 7.5 x 65 cm Item model number : L49M5-AN Ram Memory Installed Size : 2 Operating System : PatchWall based on Android TV Graphics Coprocessor : Mali -450 MP Response Time : 6.5 Milliseconds Resolution : 1080p Full HD Included Components : TV Number Of Items : 1 Display Technology : LED Screen Size : 49 Inches Display Type : LED Image Aspect Ratio : 16:09 Image Contrast Ratio : 4000:1 Supported Image Type : JPEG Display Resolution Maximum : 1920x1080 Pixels Supported Audio Format : mp3_audio Speaker Surround Sound Channel Configuration : DTS-HD Power Source : AC Batteries Included : No Batteries Required : No Refresh Rate : 60 hertz Total Usb Ports : 2 Connector Type : Built-in Wi-fi Digital Media Format : MPEG Supports Bluetooth Technology : Yes


Idx: 1416
True: Electronics
Predicted: Household
Description:
Microsoft Lumia 550 4G (Black) Experience the power of Windows 10 at a price that won’t hurt your wallet. With LTE connectivity, smooth multitasking, and the all new Microsoft Edge browser, you can get to what matters faster. The Lumia 550 comes with the latest version of the Office apps you love. Word, Excel, and PowerPoint have been optimized for mobile use.


Idx: 1418
True: Household
Predicted: Clothing & Accessories
Description:
BRANDONN Fleece Star Polka Wrapping Sheet/ Blanket for Newborn Babies (Pink, 75x98cm) Color:Star Pink   This Pink Color Furry Glacier Enhances the Look of your Kid's Room. This blanket is Double Ply One side Print And Other Side ULTRA SOFT Blue COTTON. This Is Multipurpose Blanket And Can Be Used As All Season Baby Wrapping Sheet . Let your kid feel cosy and the warmness and enjoy the liveliness of the room with this attractive Pink Coloured Baby Blanket. Made of fleece and one side SUPERSOFT, This Baby Blanket is easy to wrap and wash.


Idx: 1438
True: Household
Predicted: Clothing & Accessories
Description:
Raksha - 100% Cotton Oven Gloves (Pack of 2,Grey) 100% cotton shell and inside 100% cotton waste quilted glove


Idx: 1450
True: Clothing & Accessories
Predicted: Electronics
Description:
Jump Start Apple iWatch Screen Protector 40mm, 5D Full Adhesive Advanced Touch Sensitive Screen Coverage Tempered Glass, Anti-Scratch Resistant Screen Compatible with iWatch 40mm Series 4 [Black] Size name:40mm                                                                                 |                            Colour:5D Glass   Stainless Steel Iwatch Band Size:  42mm  38mm  40mm  44mm Color – METAL BAND 1. Black 2. Silver 3. Rose Gold 4. Red 5. Blue Material: Stainless Steel  Compatible:  Apple Watch Series 1 Series 2 Series 3 Series 4 Nike Series What You Get:   1 x Replacement Wrist Band for Apple Watch


Idx: 1454
True: Electronics
Predicted: Household
Description:
Gorilla Efficio Energy Saving 5 Star Rated 3 Blade Ceiling Fan With Remote Control and BLDC Motor, 1200mm- Ivory Designed and Manufactured by IIT Bombay Alumni, Gorilla Fan is India's Most Energy Efficient Fan* that consumes only 28 Watts Power at the highest Speed. Gorilla Fan is equipped with a smart and powerful BLDC Motor which makes the fan super energy efficient. Gorilla fans are equipped with smart features like sleep mode, timer mode, boost mode which adds sheer comfort to your life. Gorilla fans are manufactured from Aluminum hence Gorilla Fans are rust proof. Gorilla Fans are ideal for use in Bedroom, Living Room, Study room and Dining room. The 1200MM blade size will typically cover an area of upto 144 Sq. ft which is typically the average size of bedrooms in Urban Areas.


Idx: 1536
True: Clothing & Accessories
Predicted: Household
Description:
Aveeno Baby Wash & Shampoo 18 Ounce Size:18oz   Aveeno Baby Wash and Shampoo contains natural oat extract blended into a rich lathering cleanser that cleans without drying because it is soap-free and hypoallergenic. This tear-free formula can be used on the skin and hair for gentle cleansing that rinses clean with a soft, fresh fragrance. Aveeno Baby Wash and Shampoo is formulated to be gentle enough for newborns and babies with sensitive skin. Aveeno can be used every day to help keep your baby's skin and hair soft, smooth and feeling healthier. The Aveeno brand has been pediatrician recommended for over 60 years.


Idx: 1561
True: Household
Predicted: Clothing & Accessories
Description:
Shining Diva Fashion Charm Bracelet for Girls (Gold)(8306b) Shining Diva presents this Genuine High Quality 18K Rose Gold plated bangle bracelet for girls and women. This bracelet can be used by girls as daily wear or party wear. Shining Diva is a well known brand across fashion jewellery sector. Shining Diva products are stylish and funky. This gold plated jewellery is studded with crystals stones. Shining Diva has huge collection of latest jewellery accessories. Shining Diva is pioneer of Imitation jewelleries and designer crystal pendent for girls. Shining Diva Fashion and Traditional jewelry give true value for your money. Buy Shining Diva trendy, artificial and semi precious jewellery from Amazon. These are also ideal for birthday gifts for girls, gift for girlfriend, wedding gifts and anniversary gifts.


Idx: 1570
True: Books
Predicted: Household
Description:
Society Tea Premium Green Tea, 250g Dubbed 'nature's all in one solution', green tea is packed to the hilt with flavonoids, antioxidants and other helpful properties. A couple of cups on a daily basis can help fight most ailments and keep you in the pink of health. Society Premium green tea represents the best quality and value in this space.


Idx: 1577
True: Books
Predicted: Clothing & Accessories
Description:
Anishop Antique Design Golden Metal Interactive Design Earring For Women Description: Flaunt your unique style with these Textured Earrings. Featuring a Geometric design and adorned its allure Wear it with casual or formal wear and make a bold style statement.


Idx: 1619
True: Books
Predicted: Household
Description:
Bows & Arrows of the Native Americans: A Step-By-Step Guide To Wooden Bows, Sinew-Backed Bows, Composite Bows, Strings, Arrows & Quivers Review " Far and away the best book on the subject. Must reading for anyone interested in traditional archery." --Chuckk Boelter D.D.S. Belleville, MI "... excellent rating. Very clear and easy to understand."--Monte Quade, Deerlodge, MT "... learn the nearly lost art of handmade bows and arrows from a narrative interwoven with history and humor. The final chapter alone is worth the price of admission."--Dr. Bill Jones, La Jolla, CA " I am greatly impressed with the book. Very readable as well as thorough." --Joe S. Hays, Curator, Museum of the Great Plains, LAwton, OK 				    	 					 From the Back Cover Bows & Arrows of the Native Americans is a step-by-step guide that includes information on how to build and care for wooden bows, sinew-backed bows, composite bows, strings, arrows, and quivers. Enlightening and entertaining, this book has easy-to-follow instructions for readers who plan to make and shoot their own bows and arrows. It's a must-have text for outdoorsmen, Boy Scouts of all ages, traditional craftsmen, and historians.|Bows & Arrows of the Native Americans is a step-by-step guide that includes information on how to build and care for wooden bows, sinew-backed bows, composite bows, strings, arrows, and quivers. Enlightening and entertaining, this book has easy-to-follow instructions for readers who plan to make and shoot their own bows and arrows. It's a must-have text for outdoorsmen, Boy Scouts of all ages, traditional craftsmen, and historians.              See all Product description


Idx: 1654
True: Household
Predicted: Electronics
Description:
QXN PRO - BNC Connector with Copper Wire Moulded - 10PCS - 18CM - BNC Golden Male Plug Cable (White) Delivers high performance and versatile video for your AV audio video device equipment; Accurately transfer high bandwidth frequency quality detailed clean natural jitter-free in video / data signals High performance cable for connecting a camera, CCTV, VCR, antenna, or other devices Low profile metallic connectors ensure a secure connection and increase durability; Heavy shielding protects the transmission data against electromagnetic interference (EMI) and radio frequency interference (RFI) Oxygen Free Copper Lines combined with a double shielding allow for a maximum audio video quality; reduce distortion and signal loss; minimizes return loss, so music, dialogue and sound effects are always clear, dramatic, detailed in excellent signal quality


Idx: 1675
True: Books
Predicted: Household
Description:
Amazing Sign Ladies Toilet Sign Board for Office/School/Museum (2) Number of Items:2   High Quality Vinyl Printing Material With Glowcy Lamination and pasted on 3 mm Foam Sheet with Back side Two Sided Adhesive tape so easy to installation at clean Surface.


Idx: 1763
True: Books
Predicted: Household
Description:
Aircraft Gas Turbine Engine Technology 


Idx: 1780
True: Household
Predicted: Clothing & Accessories
Description:
Influx Trexus Mesh Back Armchair Black


Idx: 1885
True: Household
Predicted: Clothing & Accessories
Description:
Nite Flite Girls' Flamingo Cotton Pyjama Set Blue Let your girl be a 'Flamingo' in a flock of pigeons! Crafted from 100% cotton knit for blissful comfort, this is a classic collared button-down PJ set in a lovely teal colour. Featuring an oh-so-pretty flamingo pattern all over in a gracious salmon pink, we could almost eat this up! Elastic waistband with pink spun satin ribbon, contrast piping on sleeves and bottoms, and side pockets are add-ons for a great sleep and lounge experience.


Idx: 1896
True: Books
Predicted: Household
Description:
WISSEN Wooden Transportation knob Puzzle Tray 12*12 INCH


Idx: 1954
True: Clothing & Accessories
Predicted: Books
Description:
Mee Mee Ultra Thin Super Absorbent Disposable Nursing Brest Pads 40+8 Pads free (48 Pads) Size:48 Pieces                                                                                 |                            Style:Regular   Mee Mee is a baby care and parenting brand, owned by Me and Moms, which was established in the year 1994. It caters to the babies up to 3 years of age. Its motto is to help new parents discover the joy of parenting. The company is a leading marketer, importer, consolidator and manufacturer of immaculate infant products. The brand also manufactures products for pregnant women. One of their best products is the maternity nursing pad. Maternity nursing pads are specially designed for women in their late pregnancy stages or those who have just given birth. It is useful for lactating mothers in order to avoid seepage of milk when the mother is not breast-feeding the infant. This is one of the most helpful products for the ladies. Mee Mee Disposable Maternity Nursing Pads fit snugly into any brassiere. This breast pad keeps the mother’s breasts dry and comfortable. The Mee Mee Disposable Maternity Nursing Pads lock in the seepage, thus preventing any embarrassment. It has a stay-dry lining which is quite soft. To avoid leakage, it draws milk away from the skin into the pad. It is a must-have for every new mother or a would-be new mother. It becomes one with the body, which means it is not visible once you are dressed. Buy Mee Mee Disposable Maternity Nursing Pads and enjoy the same lifestyle, which you had as a newly married bride. So, what are you waiting for? Get this product right away and keep all your worries at bay!


Idx: 1961
True: Household
Predicted: Clothing & Accessories
Description:
Le Craf Beige Men's Wallet A classic piece of men's wallet.This Le Craf walle for men below 500 is made of genuine leather.Since its a natural waxed leather, it will have a two-tone look and might have some scars which is the inherent character of this type of leather which makes it unique. This wallet has 4 card slots, 2 currency compartments with a coin pocket and 2 small slip pockets along with a smart check lining, comes to you in a matching check printed box.


Idx: 1993
True: Books
Predicted: Household
Description:
Housesczar Portable Fiber Reinforce Plastic Lure Rod Telescopic Fishing Pole (1.2M) Features -100% Brand new and high quality -Extremely light and soft, portable to carry -Beautiful design of the appearance of the fishing pole -Super large fishing weight -Suitable for any waters  Specification  Material fiber reinforce plastic   Length 120cm   Stowed Length 63cm   Diameter 8mm, 2mm   Weight 103g  Package included:1*Fishing pole


Idx: 1998
True: Books
Predicted: Household
Description:
Smokes And Whiskey Titled Smokes and Whiskey, the book is a collection of 42 poems on relationships, the ups and downs that come along with it, falling apart like rubble, but then finding oneself, gathering that strength back and building yourself up, back from that same rubble. I hope that this book makes everyone feel what I felt while writing it, and that love is a universal thing, and my story is not unique. And I hope that this makes them see that there is a beyond and that they can come out happy and clean. And, that this makes them braver than they already are, and gives them that little extra push and strength that they probably need


Idx: 2009
True: Household
Predicted: Books
Description:
Reader's Digest - February 2019 Reader's Digest has been the world's biggest-selling magazine for nearly nine decades. It is also India's largest-selling magazine in English. Beneath the fun and excitement of its pages, the Digest is, above all else, a serious magazine that never loses sight of the fact that, each day, all of us confront a tough, challenging world. To the millions who read the Digest, it is not a luxury—it is a necessity. Deep within its widely varied package of humour, real-life dramas and helpful information, there is in every issue of the Digest a subtle power that guides people in every aspect of their lives.


Idx: 2012
True: Books
Predicted: Household
Description:
Rawpockets 'African Jungle Story' Wall Sticker (PVC Vinyl, 100 cm x 90cm, Multicolor) Rawpockets wall decal, also known as a wall sticker, wall tattoo, or wall vinyl, is a vinyl sticker that is affixed to a wall or other smooth surface for decoration and also to express your different emotions. Decals make a fast, no-fuss alternative to messy paint and stencils. Self-adhesive backing removes without any surface damage. For best results, mount to a smooth surface. We use high-quality vinyl in a matte finish, to give a 'hand-painted" look. Our vinyl graphics are easy to apply to any smooth surface. Put them on walls, wood, glass, tile, windows - Use your imagination! Vinyl designs are easily removed although they cannot be re positioned or reused. Special Instructions: Please do not stick on Wet Walls. Make sure the newly painted walls are cured properly. Clean the surface and free from dust or contaminations. Peel the pre-cut wall sticker pieces from the paper and paste it on your surface with your creative ideas.


Idx: 2030
True: Household
Predicted: Electronics
Description:
Philips Hue Lightstrip Base 2 mtr (White and Color), Compatible with Amazon Alexa, Apple HomeKit and The Google Assistant Style:Hue Lightstrip Base 2 mts   Single pack includes one lightstrip. Requires a hue starter kit or compatible bridge for dimming and smart control.


Idx: 2037
True: Household
Predicted: Electronics
Description:
Dell Original 65 WHR 6 Cell Battery for Precision Mobile M4600 M4700 M6600 M6700 WorkStations Always on the go- No more worries about running out of battery power! You can power your Laptop with this 6-Cell Lithium-Ion Primary Battery from DellTM. With a capacity of up to 65 WHr, the battery lets you work seamlessly when you are on the move for business trips or vacations. This battery provides uninterrupted reliable performance you need to get the most out of your system.


Idx: 2092
True: Electronics
Predicted: Household
Description:
120mm Aluminum Alloy Stainless Mesh Fan Filter Dust Guard (Black) Description: aluminum filter with stainless mesh for 12cm PC Case Fan. olded Design - Provides larger surface area for dust blocking. r Metal Wires - Allows more air flow to pass through. um Filter - Super durable and easy cleaning. ust - Stainless Mesh to prevent rusting. >Specification: Color: Blackal: Aluminium AlloyApprox 120mm*120mm*2mm>Package Includes: 1X Dustproof Aluminum Stainless Mesh Fan Filter.


Idx: 2098
True: Books
Predicted: Household
Description:
Disney FROZEN Blue Music Box with Movie Artwork and the Melody of Let It Go by The Bradford Exchange by Bradford Exchange Bring home the magic of Disney's Frozen and the melody of Let It Go with this heirloom collectible treasure, Disney FROZEN Music Box, available from The Bradford Exchange;Licensed by Disney;Handcrafted heirloom-quality with a wintry blue finish, silvery ball feet and fully lined with elegant black velvet;Gleaming frame on the lid surrounds colorful movie montage artwork of sisters Anna and Elsa the Snow Queen, Kristoff and his faithful friend Sven, and the lovable Olaf;The heartwarming words of the movie: Love Will Thaw a Frozen Heart is inscribed on the lid in elegant script of this Disney FROZEN Music Box


Idx: 2121
True: Household
Predicted: Books
Description:
Compton Valance Super F.A.R.T.s versus the Master of Time Review The crazy plotline, eccentric characters and witty footnotes and author comments had me laughing out loud... Cool illustrations and design make these ideal for reluctant readers but honestly everyone will enjoy this excellent series. --Lovereading4kids 				    	 					 About the Author Matt Brown has worked as a radio producer, DJ and TV presenter, appearing on children's channel Nickelodeon and hosting shows including The Bigger Breakfast, Love Island Aftersun and "I'm A Celebrity...Get Me Out of Here Now!". He is currently the host of the Heart Thames Valley radio breakfast show. He has held snakes in jungles, driven huskies in the arctic circle and persuaded a taxi driver in Delhi to let him drive his cab.


Idx: 2196
True: Household
Predicted: Electronics
Description:
XECH 7-inch Digital Photo Frame XECH brings to you this digital photo frame. Its size is 7 inches.


Idx: 2228
True: Clothing & Accessories
Predicted: Books
Description:
The Koran Interpreted: A Translation About the Author Arthur John Arberry, as Head of the Department of Classics at Cairo University, acquired a firsthand knowledge of literary and social conditions in the Islamic Middle East. Between 1947 and 1969 he served as Sir Thomas Adams Professor of Arabic at Cambridge University. He published some twenty books in Islamic studies during his lifetime, many dealing with mysticism and poetry. Professor Arberry died in England in 1969.


Idx: 2234
True: Household
Predicted: Books
Description:
NOVICZ Nylon Hammock Swing Hanging Rope Bed for Travel Camping (250 cm) Size:XL-Adults                                                                                 |                            Color:white color   Strong, comfortable,durable hamock made of nylone rope. Ideal for boat trips, camping, backpacking, hiking, road trips, travelling, general exploration and it's even great in your own back yard 1 YEAR WARRANTY


Idx: 2254
True: Household
Predicted: Books
Description:
IT2M 11.75 Inch - Kids' Wall Clock- Spacecraft (9117)


Idx: 2277
True: Household
Predicted: Books
Description:
Organic Tattva Natural Rock Salt, 500g Our Mission: Our brand mission is to help people live a healthier, wholesome life by providing them with a variety of 100 percent certified, authentic organic foods. We value honesty, integrity and continual self-improvement. We are committed to a sustainable environment, zero-additive foods and complete customer-satisfaction. Brand philosophy: The brand organic tattva is based on the principles of health, ecology, fairness and care. At organic tattva, the team works with accredited organic farmers who do not use fertilizers, pesticides and genetically modified seeds so that their consumers can enjoy the benefits of nature and relish nutritious, healthy, pure and chemical-free food, an important factor contributing to overall wellbeing.


Idx: 2296
True: Household
Predicted: Clothing & Accessories
Description:
Ekta - Jewellery Boutique (Sr), Multi Color Give your girls wings of creativity and imagination with this kit exciting kit that allows you to create your own designer jewellery the kit includes colourful acrylic beads loops clasps ear loops etc.


Idx: 2306
True: Electronics
Predicted: Books
Description:
The Out-of-Sync Child: Recognizing and Coping with Sensory Processing Disorder (The Out-of-Sync Child Series) Review Praise for the works of Carol Kranowitz   "The Out-of-Sync Child has become the parents' bible to [Sensory Processing Disorder]."--The New York Times “This book is great! It is a real contribution to the parents of the many children who are so hard to understand.  It will let parents off the hook of blaming themselves… and will help them get on to the job of addressing the child’s underlying difficulties.” --T. Berry Brazelton, MD, founder, Brazelton Foundation, Children’s Hospital, Boston   “Warm and wise, this book will bring both hope and practical help to parents who wonder why their kid doesn’t ‘fit in.’” --Jane M. Healy, learning specialist and author of Your Child’s Growing Mind   “The Out-of-Sync Child does a masterful job of describing the different ways children react to sensations and integrate their responses to their world. The book provides detailed, practical information that will help parents understand how the nervous system works.” --Stanley I. Greenspan, MD child psychiatrist and author (with Serena Wieder) of The Child with Special Needs   “Comprehensive yet easy to understand… helpful tools for parents to promote healthy integration.” --The Exceptional Parent  About the Author Carol Stock Kranowitz, M.A., is the author of The Out-of-Sync Child Grows Up, The Out-of-Sync-Child, and The Out-of-Sync Child Has Fun. She is also the co-author on Growing an In-Sync Child with Joye Newman, M.A. She has been a preschool teacher for more than 25 years. She has developed an innovative program to screen young children for Sensory Processing Disorder, and writes and speaks regularly about the subject. She has an M.A. in Education and Human Development.


Idx: 2313
True: Books
Predicted: Electronics
Description:
The Intel Microprocessors: 8086/8088, 80186/80188, 80286, 80386, 80486, Pentium, Pentium pro Processor, Pentium II, Pentium III, Pentium 4, and Core2 ... - Architecture, Programming, and Interfacing 


Idx: 2411
True: Electronics
Predicted: Household
Description:
Anchor Electricals Pvt Ltd 4 Way Power Strip with Individual Switch Size name:LARGE   Spike Protector Guard Safeguard your high-end electronic gadgets from electrical spikes with the Anchor 4-Way Power Strip. If voltage fluctuations are a recurrent phenomenon in your geographical zone, you can protect your valuable devices from surges with this 4-Way Power Strip. It features separate sockets with distinct switches for your computer system, printer, monitor and speaker. The universal compatibility of these sockets allows you to connect your electronic devices of different brands and technical (power) specifications with the 4-Way Power Strip. Auto-Detect Wire Connection The 4-Way Power Strip features auto-detection capability to get functional immediately when your electronic gadgets have been plugged-in the different sockets. You can simply insert the plugs of your devices into these sockets and cast aside your anxieties about electrical surges. There's also a dedicated fuse blown indicator on this 4-Way Power Strip that will indicate you in case a fuse blows due to overloading. The power on/off switch on the 4-Way Power Strip will get it up and running in seconds and the 1.5 m optimally lengthy heavy-duty cable will allow positioning of this strip at a comfortable distance from your gadgets.


Idx: 2441
True: Household
Predicted: Electronics
Description:
A & T Hidden Micro Mini Secret Spy Pen Camera Recorder Dvr VGA 720x480p Kit with No Lights Recording, Up to 32GB SD Card (Silver) NO NEED TO LOOK TO ANOTHER SPY PEN, GUARANTEED!! This rechargeable pocket covert camera is the only thing you need to get discreetly good on any kind of performance, studies, meetings, keep your detailed notes, or for your uncover missions! No one will ever notice, this tiny pinhole ''eye'' in your shirt or on your desk office. The video and audio quality will definitely satisfy your expectations because it is high quality! A recorder pen that is one of the cool spy gadgets into your spying equipment, for real spys! This thing rips pen and pencil because it writes also perfect! It is one of the cheapest but cool things to buy and have! Resolution 720*480P (720x480AVI, 1280x1024JPG) · 30 fps · 0.3 megapixel · High Capacity Li-thion 180 mAh Rechargeable Battery · Up to 32gb SD/TF card (not included) · Charging DC 5V · Charging/Data USB extension cable · PC and MAC compatible FOR LONG LIFE OF THIS DEVICE


Idx: 2451
True: Books
Predicted: Household
Description:
GENERIC Children Sets : Simple oxygen machine mask with pipe face shield Child Adult oxygen mask Accessories for Family Health Care Breathing oxygen Item Type: Massage & Relaxation, Size: Multi Size SML, Material: ABS, Model Number: IH-CNA, Application: Face,Nose,Oral, Unit Type: piece, Package Weight: 0.150kg (0.33lb.), Package Size: 20cm x 20cm x 6cm (7.87in x 7.87in x 2.36in)


Idx: 2472
True: Books
Predicted: Electronics
Description:
Fujifilm Instax Mini Instant Film (20 Sheets) Style name:Twin Pack - 20 Sheets   It offers stunning Instant pictures that you can fit into a purse, wallet or mini photo frame. This film ensures a sharp, clear reproduction, vivid color and natural skin tones.


Idx: 2496
True: Electronics
Predicted: Household
Description:
CVC FEC0053 ELECTROCLEAN SPRAY- 100 ML CVC ELECTROCLEAN® is a contact cleaner spray which is compatible with rubbers & plastics, formulated for use on vehicle electronic and electrical systems.


Idx: 2520
True: Household
Predicted: Books
Description:
venja Led Night Book Reading Light Panel Light Wedge Paperback A completely new way for reading The LED Night Vision Reading Light is a revolutionary new book light for night time reading! Unlike normal book lights this reading light illuminates the whole page rather than just part of it. This incredible light directs all the light only onto the page you are reading, without bothering someone sleeping next to you. Whether reading in bed, on a plane, or in a car, the Night Vision Reading Book Light is the perfect accessory for all book worms and an ideal gift for travellers. The Light Panel LED book light is a completely new Way to use light for reading And is fully protable and lightweight. Just place it on the book and read. With no stray light escaping to bother anyone else. It isdesigned specifically for paperback books. Specifications: Compact 15.8 x 17.6cm size fits any paperbacks. 50 hours of light on three AAA batteries.( Not Included )


Idx: 2547
True: Household
Predicted: Books
Description:
Guide To Indian Stock Market Jitendra Gala’s Guide to Indian Stock Market is all about where to invest your hard earned cash in the stock market. The book is divided into chapters so that it can help the reader make intelligent decisions and not spend in sectors which won’t give you sufficient returns. It is an ideal book for all those who are new to stock market or are trading in market without having the necessary knowledge. The book also explains the reader all fundamentals of Indian Stock Market and Reasonable plans for making money & escaping big losses in today's sky high stock market. This book is good for understanding the basics of share market. The book gives a fair idea about entering the stock market. The book can be easily bagged from Amazon.in.   The contents of the book are: Investment Markets, Securities, Primary Market , IPO Related Information, Credit Rating & Agencies, Secondary Market , Depository , How to Enter Stock Market, How to Trade in Stock Market , Benefits of Investments in Stock Market, How to Make Money in Stock Market, Factors Influencing the Market, Stock Market Terminologies, Debt Investment, Derivatives ,Mutual Funds, Commodities, Technical Analysis, Fundamental Analysis, Why Investors Loose Money, Investors Grievance & Redressal, Safeguards For Investors, Rights given to Shareholder, SEBI - Prohibition of Insider Trading, Source of Information, Taxation and many more Important Chapters.   About the Author   Jitendra Gala is an Indian author. He has authored books like A Simplified Approach to Option Strategies and Guide to Indian Stock Market.


Idx: 2560
True: Electronics
Predicted: Books
Description:
Adichai Educational Toy Real Working Science Microscope Refined Scientific Instruments For Children - Multi Color One of patron says that he purchased this Microscope out of his interest and curiosity and just as reminiscent of his past memories as he was a BSC graduate and used Microscopes extensively in his Biology laboratory. Surprisingly after purchasing he found that this Microscope performed as good as the laboratory Microscopes.


Idx: 2577
True: Electronics
Predicted: Household
Description:
Well Point Silver Plated Stainless Steel Long Chain for Men and Women Perfect fashion accessory for men who are of distinguished intellect, classic style and are fashion savvy. These stainless steel long chain is the perfect accessory for any wardrobe. We provide gorgeous, amazing and exquisite jewelry. Easy to put on or take off. Please keep away from harsh materials like perfumes, disclaimer: product color may slightly vary due to photographic lighting sources or your monitor settings occasion: festive, wedding and party wear and also collage and office wear.


Idx: 2581
True: Clothing & Accessories
Predicted: Electronics
Description:
Keetron PU Leather Slim TPU Inner Wrist Strap Credit Card Holders Shockproof Flip Folio Cover with Magnetic Closure for Redmi Note 4X (Red) Colour:transparent   Redmi Note 4X / Redmi Note 4 Anti-Scratch Transparent TPU+PC Hard Back with Flexible TPU Side Bumper case from KeetronExtreme Thin Profile Compatible with Redmi Note 4X / Redmi Note 4 .  The case surrounds all the edges, cover the whole phone with a full body protection on front and back when phone in your pocket and purse, well protected, more safe including the volume buttons and the mute switch. The case is made to protect against life's not-so-expected moments, scratches, bumps, shocks, dirt, daily wear and tear. Convenient Compartment  Precise cutouts for speakers, camera and other functional ports are allowing you to easily access to all ports without taking off the case. Snap on and slim fit.Soft TPU and Durable PU LeatherPU leather is durable and eco-friendly. It will not stretch, deteriorate or fade.Solid TPU Exterior flap provides practical and comprehensive protection for your cellphone and gives your case a timeless and professional look.Keetron Provides 100% satisfaction product to our customers. If there is any issue with the product, please feel free to contact us. We will fulfill your request promptly without any hassle.


Idx: 2593
True: Books
Predicted: Household
Description:
Dog Toy, Dog Chew Knot Ball Rainbow Colorful Rubber Cord Woven Toy with Jingle Bell Inside, Dog Cat Training Playing Chewing Smarter Interactive IQ Toys Gift for Pets An innovative and colorful rainbow rubber ball with inside metal bell design catches your pets' eyes in seconds, inspiring your pets' spirits and getting rid of their loneliness, a fabulous companion for them when you are not home. Effectively protect your furniture from dogs' chew and bite and it is made of extra-rough rubber, long service life ensured. Feature: Color: rainbow color Diameter: 7cm Weight: 50g (0.11ib) Material: non-toxic and extra-tough rubber Package including: 1 x rainbow rubber pet chew ball


Idx: 2616
True: Books
Predicted: Electronics
Description:
Kartique Brass Handmade Navigational Telescope with Gift Box (Brown, 20-inch) This 20 inch victorian brass telescope with lens safety brass cap this is a quality reproduction of an antique victorian brass telescope. The telescope is inset with optical lenses to provide a magnification of 7 x. The telescope measures 20 inches when fully extended and collapses to a compact 6 inches. Ideal for using on boats, hiking trips, bird watching and gifting.Brass nautical collection.Reproduction of vintage marine telescope.Ideal for captain, pirate role for kids.Collapsible length 6 inch, full length 20 inches. Very unique gifting option.Can be used for picnic, hiking. Do not look directly at sun.  Warning: Do not look at sun with telescope , do not test telescope indoor you may get blur view to follow the manual step 1: go to open area step 2 : pull all the pipes of telescope step 3 : with all the pipes stretched out , put your eye on the eyepiece and focus on something at least 500 m far away object. Start pushing the pipe last pipe near your eye slowly till you see the object clearly.


Idx: 2620
True: Household
Predicted: Clothing & Accessories
Description:
Linenaffairs 100% Cotton 400-Thread-Count Set Of 2 Pillowcases,17 X 27 Inch Dark Grey Solid Color


Idx: 2633
True: Electronics
Predicted: Household
Description:
BAJAJ VACCO 900W "Go-Ezzee" Non-Stick Chapati Maker C-02 (Silver) Portable Automatic Chapati / Roti Making Machine, Light Weight - Fast - Convenient - Hyginic - Saves Time and Energy, No Roller Pin 'Belan' Required - Automatic Double Thermostat - Temp. Control - High Quality Teflon - Non -Stick Coated Aluminium - Tawas Sturdy S.Steel Body, Shock-Proof Insulated-Bakelite Handles Ideal for making Crisp Roties, Papads ,Khakhras, Parothas ect, It is in fact a Portable - Moving Tawa.


Idx: 2637
True: Electronics
Predicted: Household
Description:
RADISSON Writing Table Top Elevator Writing Desk (12*16)Inch 7mm Smoke Colour P.S Sheet RADISSON WRITING TABLE TOP 12*16 INCH 7MM SMOKE P.S SHEET (MAKE IN INDIA)with 15 days warranty(t&c).The writing table top you used in your school work,office work and home work for reading,writing and drawing purposes.And also you gifted it to someone in any occasions. Avoid duplicate table top (elevator desk)they made up from chinese sheet.Always used P.S SHEETS PRODUCTS (MAKE IN INDIA) OR KOREAN PURE ACRYLIC SHEET PRODUCTS.


Idx: 2690
True: Household
Predicted: Electronics
Description:
Cables KartUniversal Adapter Worldwide Travel Adapter with Built in Dual USB Charger Ports (White)


Idx: 2719
True: Household
Predicted: Books
Description:
The Complete Photo Guide to Slipcovers: Transform Your Furniture with Fitted or Casual Covers About the Author Linda Neubauer is the senior editor for the lifestyles books of Creative Publishing international. She has written and edited dozens of books on sewing, quilting, and crafting. She lives in the Twin Cities.


Idx: 2720
True: Clothing & Accessories
Predicted: Household
Description:
L.A Girl Lip Liner Pencil, Coral, 1.3g Get great lip definition with our lip liner pencils. With the most extensive colour selection available, you will have the variety you desire all year round.


Idx: 2722
True: Clothing & Accessories
Predicted: Books
Description:
Kurtzy Kids Portable Compact Foldable Waterproof Hooded Raincoat Jacket for Picnic and Travel Set of 2 Never let yourself get caught unprepared in a downpour again! Kurtzy raincoats are perfect for travel, outdoor activities, sporting events, roadside emergencies and much more. Kurtzy is well known for its quality. It is always said that the best things costs a fortune but here in Kurtzy, we provide the best quality materials in affordable prize that will last for a long period of time.


Idx: 2767
True: Books
Predicted: Household
Description:
Rise N Shine Analogue White Copper Dial Vintage Look Table Alarm Wind-Up Clock With Night Led Display - Rnswt084 New Stylish Vintage Look Copper Colour Table Clock With Alarm will surely wake you up!!! Perfect For Home And Office Desk Runs on 1 pc AA BATTERY(1PC) (Free Battery Included ) High-Quality Finish Chrome Finish BODY- METAL MIX Battery Included: Yes No. of Batteries: 1 Color: Light Blue Material -Metal


Idx: 2785
True: Household
Predicted: Clothing & Accessories
Description:
Eerafashionicing 9.5mtr Golden Tessals Laces With 2 Pink Button for Dresses, Sarees, Lehenga, Suits, Bags, Decorations, Borders, Crafts ( Combo Laces with Button) About Products:- Eerafashionicing Designer Fancy and Stylish Patches, Latkan, Laces, Buttons, beeds, Designer for Dress, Lehenga Choli, Suits, Kurti and Craft. These are mainly used in ethnic indian dresses and art craft works. These beautiful designer Iteam can Use beautify your dresses, sarees, lehengas and dupattas to perfection. - It is very useful For Ethnic Dresses Indo Western Tops, Gowns and Traditional designer - Great for garment, handbags, gift wrapping decoration. - 100% Brand New And High Quality. - For more designs and sizes click or search ""Eerafashionicing"" Brand


Idx: 2887
True: Books
Predicted: Household
Description:
Bemis 4LR Medic-Aid 4-Inch Toilet Seat Lift Spacer, Round, White Size name:round                                                                                 |                            Style name:4-Inch Spacer   7B4LR 000 Features: -Lid Included: Yes. -Remote Included: No. -Toilet seat equipped with a vinyl-coated steel mount bracket. -Toilet seat available in a white finish only. -Medic Aid Lift collection. -Distressed: No. Product Type: -Raised toilet seat. Dimensions: Overall Height - Top to Bottom: -4". Overall Width - Side to Side: -14.13". Overall Depth - Front to Back: -17.5". Overall Product Weight: -6 lbs.


Idx: 2892
True: Books
Predicted: Household
Description:
Asian Hobby Crafts 40 Watt Hot Melt Glue Gun with Glue Stick,Multi Color (3 Pieces) Color:Multi Color   Glue gun is a form of thermoplastic adhesive, that is commonly supplied in solid cylindrical sticks of various diameters, designed to be melted in an electric hot glue gun. The gun uses a continuous-duty heating element to melt the plastic glue, which may be pushed through the gun by a mechanical trigger mechanism or directly by the user. The glue squeezed out of the heated nozzle is initially hot enough to burn and blister skin. The glue is tacky when hot and solidifies in a few seconds to one minute.


Idx: 2932
True: Electronics
Predicted: Household
Description:
Syga Wall Sticker (PVC Vinyl, 61 cm x 5 cm x 5 cm, AY9166) Easy to install just peel and paste on wall by arranging design like puzzle. Step 1: Preparation installation, the surface you wish to attach your decal to must first be clean and free from dust, grease or any other contamination. Freshly painted or lacquered surfaces must be allowed to completely cure before the decal is applied. We recommend waiting a minimum of 2 to 3 weeks. Step 2: Peel and stick simply peel those wall stickers off from backing paper and apply them on the design area. Step 3: Press firmly to squeeze out any air bubbles. Grab a cloth and give wall sticker few wipe down to ensue each wall sticker is firmly stick to the surface.


Idx: 2959
True: Clothing & Accessories
Predicted: Books
Description:
Vector X Dynamic 001 Football Shoes, Men's (Black/Silver)


Idx: 3023
True: Household
Predicted: Clothing & Accessories
Description:
Jockey Women's Bikini Cotton provides softer feel while elastane adds stretchability to the fabric.Panties designed to sit low on the hips.Ultrasoft elastic is exposed to give added design details.


Idx: 3044
True: Electronics
Predicted: Clothing & Accessories
Description:
Raylite Unisex 3D Glasses (Small, Black) - Pack of 6 Pieces Passive 3D Glasses: suitable only for passive 3D televisions and for viewing 3D films in cinema theaters we supply six (6) pieces of passive 3D glasses with circular polarized lenses of light grey color. These are not plain glasses or sunglasses. Your tv should be 3D and passive 3D TVs only. Suitable for children above 14 years and adults both. These 3D glasses are suitable for passive 3D tv only & cinema theaters . They are not suitable for laptop, mobile, home projector and active 3D TVs (like Samsung/ Sony). These 3D glasses are not red & blue type of 3D glasses.


Idx: 3099
True: Household
Predicted: Clothing & Accessories
Description:
carebyheart Poly Cotton Ruffled Skirt Comfortable Dropping Bed (White, Single) Combed Polycotton with 50% Polyester 50% Cotton count valance, is soft and easily stretches, making it a comfy fabric to use. It has a high tensile strength, making it strong, durable and less likely to rip or tear. It is 30 stronger when wet, withstanding many washings in hot water. The valance is made from cotton blended fabric which cover the top of your bed and protect it from dust and ensures that everything under your bed stays hidden. SIZES - (Single Bed 90 x 190cm, Frill 25cm), (Double Bed 135 x 190cm, Frill 25cm), (King Bed 150 x 200cm, Frill 25cm), (Super King Bed 180 x 198cm, Frill 25cm), (Pillow Cases 50 x 75cm). Rejuvenate your bedroom decor with this matching set. Pairs easily with Rohi Flat Sheets, Fitted Sheets, Duvet Set and Bed Sheet sets. Cotton blended fabric adds movement, elegance and style. Tailored construction and 25cm frill drop. Fabric is mercerized for optimal longevity. Pre-shrunk (Sanforized) to protect against any shrinkage after washing and drying. Easy care, machine wash on cold, Tumble dry on low.


Idx: 3114
True: Household
Predicted: Books
Description:
What the Dog Saw: And Other Adventures About the Author Malcolm Gladwell is a staff writer for The New Yorker. He was formerly a business and science reporter at the Washington Post.


Idx: 3123
True: Household
Predicted: Books
Description:
Pasabahce Marine Set, 7-Pieces A brand that is an essential part of our lives. At home or in the office it's the symbol of elegance, creativity and reliability with its wide product range, functionality, innovative perspective, distinctive designs and nearly 80 years of experience. Our quality level is the result of decades of glassmaking experience and continuous research in the tableware field. Having our ISO 9000 certificates, all our product are subject to stringent quality controls through all stages of manufacturing and sales services. Glass is a non-porous material and our products have completely hygienic surfaces which can be used for food and beverage safely. This condition is maintained for years and after many washes, thus prevents bacterial growth and germs. Glass is a non-porous material and our products have completely hygienic surfaces which can be used for food and beverage safely. This condition is maintained for years and after many washes, thus prevents bacterial growth and germs. We know the importance of safety when it comes to exceptionally busy kitchens of restaurants, bars and cafes. Therefore, we put our highest efforts on developing a wide range of tempered or toughened glassware for maximum safety of food service professionals as well as for the superior resistance and durability of our products.


Idx: 3149
True: Household
Predicted: Electronics
Description:
Hakutatz Electric Motorized Turntable 360 Degree Rotating Display Stand with LED 10 inch / 25cm Diameter for Jewelry Watch Digital Product Glass Model Diecast Compatible with Smartphone DSLR Camera


Idx: 3187
True: Household
Predicted: Clothing & Accessories
Description:
RRG Cotton Durry/Durrie/Rug Block Print (4X6 FT) (Multi Color)


Idx: 3188
True: Electronics
Predicted: Clothing & Accessories
Description:
YeahiBaby Baby Photography Prop Basketball Outfits Headband Rompers Costume Crochet Photo Props 2pcs DescriptionOur photography props made of breathable fabric. Super soft and stretchy. A knitted basketball desgin hat and a crochet net wrap will make your baby cute and beautiful.Perfect for photography.Features- Color: As shown- Material: Cotton.- Hat circumference: 40cm.- Net wrap: waistline: 55cm; height: 36cm.Package Including1 x Hat1 x Wrap


Idx: 3193
True: Books
Predicted: Clothing & Accessories
Description:
LADIES HANDBAGS,NUDE COLOR


Idx: 3212
True: Household
Predicted: Electronics
Description:
Samsung Original EO-MG920BBEGIN Mono Bluetooth Headset for Galaxy S6 (Black) Sophisticated, Ergonomic Design : Show some style with the EO-MG920 Bluetooth headset. Its glossy, patterned front casing gives it a sophisticated look, while its ergonomic, slim and lightweight (9.2g) design delivers you a comfortable fit, even during extended wearing periods. Comfortable Fit : The EO-MG920 Bluetooth headset comes with both small- and medium-sized hybrid type eartips, which not only reduce outside noise thanks to exceptional sound insulation, but also deliver you an exceptionally comfortable fit. The EO-MG920’s clear earhook provides you wearing comfort, no matter what the day ahead has in store for you. Clear Voice Call Quality : Exclusively designed for making and receiving voice calls, the EO-MG920 Bluetooth headset is equipped with noise-reduction and echo-cancelling functionality, allowing for clearer voice calls. With its ideal mouth-to-microphone positioning, the EO-MG920 delivers exceptionally clear sound reproduction. Long Battery Life : The EO-MG920 Bluetooth headset offers up to 300 hours of standby time and seven hours of continuous talk time, allowing you stay in touch with the people who matter most to you, no matter where you need to be.


Idx: 3219
True: Clothing & Accessories
Predicted: Books
Description:
DFY Men's Strider Multisport Training Shoes DFY FLO midsole technology with DFY FLexR outsole to avoid slipping , and high end DFY Weave FIT upper for right flexibility around the foot entry and unique DFY SNUG Foam insole delivers most comfortable walking experience for the Indian condition.


Idx: 3221
True: Clothing & Accessories
Predicted: Electronics
Description:
Galaxy S9 Wallet Case, XRPow 3D Pattern Design Luxury PU Leather Wallet Flip Protective Case Cover with Card Slots Holder Stand for Samsung Galaxy S9 2018 Colour:XR-Red monster   XRPow Samsung Galaxy S9 Wallet Case Folio Style Stand Feature with Card Slots Holder Specially Designed for Samsung Galaxy S9 ( 2018 Case ) Fashion 3D Pattern Design Compatible with Samsung Galaxy S9 2018.The slim and lightweight design makes this wallet case comfortable to touch and grip, durable felt inner lining. Featuring 4-corner, side and raised lip all-round protection Nice Construction: Perfect for on-the-go use, the Galaxy S9 card case features 3 card slots, a side pocket for money or additional cards, and a magnetic lock design Comprehensive Protection: The soft case can cover the edges of both side and has raised lips. Help to Protect the back side and hold the phone tightly acts as a shield against accidental drops, knocks, bumps and scratches Easy to Use: Perfect fit, slim and sleek design adds no burden to your phone.Precise cuttings allow easy access to all ports and functions without removing the case Refined Luxury: Suitable for Men, Women, and Teens of all ages. the reinforced inner shell provides a comfortable cushion for your phone's precious corners and edges.  Package Includes: - 1 x Wallet Case for Galaxy S9


Idx: 3226
True: Household
Predicted: Books
Description:
CAPPL The Magnetic Dream Board - 26" X 19" - With 10 Pcs Of Magnets Color Name:Small   The Magnetic Dream Board, has been Designed by Ms. Kajal Soni and Ms. Sonal Chhajed, with feedback from a lot of Users. The Board has been designed to help you articulate, and Present your Dreams / To Do Lists in a Visual Form. The Board has been designed in a modular form and you can Put your wishes on the Board, and once they are fulfilled you can put your next wishes. The Board is ideal for Persons of all Age Groups including Kids, Youngsters and Adults. The Board can be mounted on the wall , Horizontally as well as Vertically and can be mounted within 5 minutes. Necessary Accessories required for mounting are included. The Board is made by Professionals and is of 26" X 19 " Size, and is made up of wood and Metal Surface. Contents of the Package : 1. Board 2. Ceramic Magnets 3. Instruction Manual, along with sample Examples 4. Screws and other accessories for Mounting How to use the Board : 1. Place the Board on your wall in your Living Room / Drawing Room or any other Place which you visit on a Daily Basis. 2. Put your wish / Dreams / To Do Lists / Short term Goals & Long term Goals , ideally in form of Images / Photos on the board using Magnets. 3. Review the Board in Morning and Evening each day, and mentally prepare a Plan to achieve it. 4. Once you fulfill the Goal, share your next wish on the Board. 5. Get going and Hope this Product would be helpful.


Idx: 3231
True: Books
Predicted: Clothing & Accessories
Description:
Action Shoes Men's Synthetic Leather Formal Shoes Sophisticated, elegant and smart. A dress lace-up European style Oxford shoe from the synergy that compliments your personality. This unique design is also suitable for people in uniform such as the police, as it is lightweight and has a toe cap design. Appealing Toe Cap design. Lace-up system for a snug customized fit and cushioned insole.


Idx: 3259
True: Clothing & Accessories
Predicted: Household
Description:
Gogolan Men's 10Pcs Functional Effervescent Spray Cleaner Set with 1 Spray Bottle Home All Purpose Stain Remover One Size White Color Name:white                                                                                 |                            Size:One size   Feature:  Multifunctional Effervescent Spray Cleaner is a powerful integrated cleaning agent. It is not only suitable for clothing stains, but also has strong decontamination effect on kitchen range hood stains, toilet floor stains, wood polish etc., which can replace your ordinary cleaning. With a one-piece cleaner, no chemical bleach, it can be safely used for pet stains without harming pets. Specification: Package includes: 10pcs Cleaning pills , 1 Spray Bottle 1 piece add 4 liters of water WARNING: Small parts.Keep away from children under 6 yrs Use methods: 1.Open glass bottle cover, put into a grain of block concentrated. 2.Fill up clear water ( recommended tap water ).


Idx: 3261
True: Household
Predicted: Electronics
Description:
Smart Shelter Wall Mounted Foldable Laptop Table/Study Table/Dining Table/Multi Utility Table Smart Shelter wall mounted Table enables you to Study, work on Laptop, Dine and utilize it for many other purposes. It gets folded on the wall after use to save space


Idx: 3262
True: Household
Predicted: Clothing & Accessories
Description:
Lushomes Striped Multi Colored Dishcloths (Pack of 15) We truly believe, “A clean home is always a happy home”. Lushomes Striped Multi Colored Dishcloths (Pack of 15) is excessively soft and gives utensils the shine they deserve. Pack of 15 Dishcloths make cleaning homes extremely easy. Highly absorbent and extremely long lasting. Keep calm because we will keep your houses clean. Highly absorbent and long lasting merchandise.15 pcs packed together for shining homes. Pattern: Striped Dishcloth100% Cotton.Exclusively available at Lushomes.


Idx: 3272
True: Household
Predicted: Clothing & Accessories
Description:
Hindware F100004Qt Contessa 2 in 1 Bib Tap with Wall Flange (Chrome) Style:Bib Tap   Product Description Graceful, balanced and impeccably crafted, the Contessa range draws its inspiration from the purest form of water flow. Capturing the beauty of natural designs, this faucet range turn heads with its stunning design and understated elegance. This range is for people who love faucets to add a touch of individuality and indulgence to their bathrooms and kitchens. As always with Hindware, this collection too guarantees a lifetime of smooth and easy handling. The intelligent craftsmanship and bewitching beauty of this bib tap is built to amaze. It has two regulators to control the flow of water. It will also provide smooth and sparkly flow of water without splashing. 				    	 					 From the Manufacturer With the largest market share in the Indian sanitaryware market, Hindware has also come to acquire a dominant position among manufacturers of premium quality faucets.Hindware faucets are developed at its state-of-the-art automated faucet plant in Kaharani, Rajasthan, which also boasts of top-class machines from Italy and US. It’s the only Indian ‘faucet’ plant that works on robotics grinding technology in producing faucets. The worldclass technology ensures precision, uniformity and quality across every piece manufactured at Hindware, thereby also ensuring smooth flow of water and a flawless body surface.Hindware is also the first company to introduce fully “Automatic Dust-Free Electroplating” line, which makes sure that owners of its faucets never have to worry about rust. The company’s quality standard matches and even surpasses the European norms in product quality.


Idx: 3303
True: Household
Predicted: Electronics
Description:
MBRO CCTV Wire Cable All-In-One BNC Video And Power Cable Wire Cord & Connector (30 Meter) Product Description: * Make an easy connection between your surveillance cameras to your power supply and digital video recorder (DVR) with this video/power cable. * It comes with pre-made 2.1mm power plugs and BNC video connections for use with our security cameras/DVRs or any standard Surveillance equipment. Features: * Use with Closed Circuit Television (CCTV) applications and security camera components. * This pre-terminated CCTV cable is perfect for transmitting video and power. * Simplify the installation of surveillance systems by using one cable to transmit video and power. * Extend the cable on your camera easily with this extension kit. * Do not waste time soldering or crimping together your own cables or voiding the warranty by splicing in your own wires. * All-in-one video and power cable in black color Plug and Play ready. * Video Connection: BNC * Power Connection: 2.1mm center positive power plug Most cameras only have a few feet of cable coming off the camera. This cable will help you to extend the power and video signals. Now, it's easier than ever to mount your camera just about anywhere you would like. Package * 30 M Video & Power 2-in-1 cable ** For camera with DC power only.** Our High Quality Cable can connect to 700TVL, 1000TVL, 1200TVL, HD-CVI, HD-TVI, HD-AHD Security Cameras without interference or quality decrease. This product is available at 'Om Technocraft' only. (Note: You might get low quality if you purchase from other sellers who are selling under our listing)


Idx: 3354
True: Electronics
Predicted: Household
Description:
Rasper Clear Acrylic Table Top Elevator (Standard Size 21*15 Inches) 1 Year Limited Manufacturers Warranty Warranty T & C : This Product comes with standard 1 Year Manufacturer Warranty. The warranty certificate is valid for standard one year manufacturer warranty of the product,the warranty covers manufacturing defects only, and strictly doesn't applicable for any kind of physical damage to the product, tempering to the original product or missing or replaced orginial/genuine parts of brand/duplicate products. The warranty is manufacturers warranty hence is only applicable to the product directly purchased from the company (SHIVAM ACRYLIC PRODUCTS )itself,warranty is only applicable with the original warranty slip and the original invoice copy. No warranty would be applicable on/with missing documents out of these two documents. Keep this warranty certificate & Invoice copy safe for your future references. Warranty claims and repairs are only subject to Delhi Jurisdiction, And all the warranty claims will be settled in our DELHI(India) workshop. The warranty services are only for additional benefits to the customer, This warranty certificate, in any matter can not be treated/used as a legal document. By purchasing/using Our products & services you agree to our terms & conditions.


Idx: 3384
True: Household
Predicted: Clothing & Accessories
Description:
Sand Dune Girl's Terry Cotton Half Sleeves, Knee Length, Pocket Bathrobe Gown with Waist Belt and Pink Border (8-9 Years, Sky Blue) Size:8-9 Years                                                                                 |                            Color Name:Sky Blue   100% Terry Cotton Hood Kids Bathrobe is Available in the diffrent Colors: Pink, Blue, Sky Blue, Navy Blue, Turquoise, Rani, Red & Cherry. It is Available for Age Group between 4 to 14 Years for Boys and Girls & is Double Stitched for Durability. Cover up your Kid in comfort with this Sand Dune Hood Bath Robe. Hooded Bath Robe Is Crafted From A Light Weight High Quality Fabric And Features Short Sleeves And An Open Front With A Waist Belt To Hold It In Place With A Pocket. It falls at knee-length height. Our Kids Hooded Terry Bathrobe comes in a variety of color options that can to fit to your company’s and anyone’s preference, as well as makes the perfect gift for anyone on your list. Kids hooded cover-up is cozy and elegant & is Highly Water Absorbent. This bath robe is made up of a 100% Terry Towel Cotton material, crafted to pamper your kids skin. It absorbs water easily, making it a great choice to wear right after your child shower or bath. You can also use it for trips to the spa, sauna, and pool ideally relaxing for children. Made of absorbent terry cloth Interior and exterior. This robe will keep Childern warm and conserve body heat. Your kid will Feel comfortable and look stylish by wearing this Bath Gown set from Sand Dune, this set comprises a Gown and matching Robe with Pocket and this set is Regular Fit. You can wear this set after Bath for a comfortable feel. Machine Washable, Cold Water. Hang To Dry Or Low Heat Setting On Dryer. Product colour may slightly vary due to photographic lighting sources or your monitor settings.


Idx: 3394
True: Electronics
Predicted: Household
Description:
Advancedstore Natural Wooden Ice Cream Sticks (1000 Pieces) Size:1000 Pieces   Ice creams Sticks made from 100% wooden material and comes in padck of 1000 Pcs.


Idx: 3396
True: Books
Predicted: Household
Description:
Polyester Adult Life Jacket Water Skiing Life Vest Safety Swimming Boating Canoeing Fishing (Size L/XL) Adult safety life jacket durable finish standards features: excellent finish durable finish standards easy fitting excellent colour combination long lasting nature available in fluorescent orange polyester water resistant material. ABOUT Pink Pari  Pink Pari is the brand & of Pink Pari.  Pink Pari have wide range of products selection with best quality.  The products of Pink Pari are modern, stylish & designed for your comfort & designed by trained staff.  Our commitment to provide great customer experience with timely delivery, quick response to return & refund requests, takes us to leading position in market.


Idx: 3441
True: Books
Predicted: Household
Description:
Magicwand Musical Money Safe Piggy Savings Bank with Finger Print Sensor and Solitaire Stickers for Kids (Blue and White) Color:Blue & White   Magicwand Musical Money Safe Piggy Savings Bank with Finger Print Sensor and Solitaire Stickers for Kids (Blue and White).


Idx: 3462
True: Electronics
Predicted: Books
Description:
Dr. Morepen BG-03 Blood Glucose Test Strips, 50 Strips (Black/White)(Only Strips, No Glucometer) Dr. Morepen state of art manufacturing facility in the picturesque environs of baddi comprises a scientifically integrated complex of 10 plants, each with a specific product profile. The company's extensive facilities and factories are manned by a dedicated team of professionals who ensure stringent quality standards.


Idx: 3470
True: Books
Predicted: Household
Description:
The Museum of Innocence Review “[An] enchanting new novel of first love painfully sustained over a lifetime....The city is on exhibit: the romantic touch of decaying wooden houses, the sturdy apartments of the nouveaux riches, postcard views of the shimmering Golden Horn, Soviet tankers on the Bosporus and a Frenchified restaurant once in favor....Part of the delight in The Museum of Innocence is in scouting out the serious games, yet giving oneself over to the charms of Pamuk’s storytelling….Freely’s translation captures the novelist’s playful performance as well as his serious collusion with Kemal. Her melding of tones follows Pamuk’s agility, to redirect our vision to the gravity of his tale....What’s on show in this museum is the responsibility to write free and modern.”            - Maureen Howard, New York Times Book Review “A Startling original. Every turn in the story seems fresh, disquieting, utterly unexpected...spellbindingly told....The genius of Pamuk’s novel is that although it can be read as a simpel romance, it is a richly complicated work with subtle and intricate layers. Kemal’s descent into love’s hell takes him through every level of the social order, past countless neighborhoods of sprawling Istanbul, in a story that spans 30 years.”            - Marie Arana, The Washington Post “Pamuk...is that rare thing, a creator of sophisticated, intensely literary fiction, who is also his country’s bestselling writer....in part...because of his work’s accessibility and his willingness to adapt conventionally popular genres, like historical and detective stories, into multilayered, character-driven novels....mesmerizing, brilliantly realized...[with] marvelous and transporting evocations of Istanbul…and fascinating insights into a society living very much on the unstable borders of contemporary life between the Islamic and Western worlds....[This] engrossing tale....deeply and compellingly explores the interplay between erotic obsession and sentimentality—and never once slips into the sentimental. There is a master at work in this book.”            - Timothy Rutten, The Los Angeles Times  “Pamuk looks at Europe’s great tradition with a fascination and devotion that few contemporary Europeans would muster…and in doing so, he catches instantly his own—along with his country’s and much of the developing world’s—uneasy position between the indigenous ways they are determined to hold on to and the globalized world they long to belong to. The Museum of Innocence may be Pamuk’s most intimate and nuanced exploration of these stresses yet....Pamuk unfolds a classic, spacious love story a little like a Nabakovian version of Love in the Time of Cholera [and] The Museum of Innocence develops, therefore, into something of a rich and almost-modern Age of Innocence, translated to a confused world that doesn’t know quite how modern it wants to be....[N]o one has given us so unsparing and precise a sense of mock-sophisticated Istanbul society, and no writer has immersed us so passionately in a backward-looking monochrome depiction of Istanbul in its neglected traditional corners....[Pamuk] has given voice to nearly every society in the world torn between the longing to be global and to be itself....[Here he] manages to tell a very straightforward story of a dreamer in love—rendered lucid and fluent and human in Maureen Freely’s translation—that is, beneath its romantic surface, strikingly exact.”            - Pico Iyer, New York Review of Books“While this is a broadly familiar tale, it is also, in so many ways, a stunningly original work…granular and panoramic, satirical and yet grounded in reality. This is a twisted love story, engrossing and sensual in its own right. But Pamuk being Pamuk, it is so much more than that. There is something casually anthropological about Pamuk’s writing. He manages to make a story with stern lessons about class conflicts and…the Eastern versus Western divide, feel both light and weighty. Pamuk is a puckish storyteller…who crafts scenes worthy of the cinema. Vignettes large and small feel vivid….Great writers have made the failed love stories of desperate, self-involved men pulsate. A master, like Pamuk, makes the story feel vital.”            Henry C. Jackson (Associated Press Writer), San Francisco Chronicle“Pamuk’s sensual, sinister tale is a brilliant panorama of Turkey’s conflicted national identity—and a lacerating critique of a social elite that styles itself after the West but fails to embrace its core freedoms.”            - Vogue “a world-class lesson in heartbreak and happiness....Pamuk’s own presence in this wily narrative is as surreptitious as passion itself.”            - O Magazine“pulses with the hopeful melancholy of an aching heart.”            - Entertainment Weekly “Curious and demanding….The author examines Kemal’s twisted devotion with impressive cunning and inventiveness; inevitably, we think of Nabokov’s Humbert Humbert and his Lolita, but to Pamuk’s credit, the comparison does not diminish this novel’s eloquence or impact. Suggestions of a tradition-bound haute bourgeoisie unable to let go of passing traditions and values feel honestly earned, and the narrative consistently engages and surprises....Another richly women tale suffused with life and color from one of contemporary fiction’s true master craftsmen.”            - Kirkus (starred review) “a soaring, detailed...mausoleum of love....a masterful work.”            - Publisher’s WeeklyFrom the Hardcover edition.  About the Author Orhan Pamuk won the Nobel Prize for Literature in 2006. His novel My Name Is Red won the 2003 IMPAC Dublin Literary Award. His work has been translated into more than fifty languages. He lives in Istanbul. 				    	 					              See all Product description


Idx: 3481
True: Electronics
Predicted: Household
Description:
Shopystore 1Pc One Set Collets 635Mm 8Mm 6Mm Collet Chuck Engraving Trimming Mac Material high speed steel type chamfer end mills brand name jgzui unit type piece package weight package size


Idx: 3487
True: Household
Predicted: Electronics
Description:
Ebee Ventilated Laptop Stand (Black) Color:Black   Keep your laptop running cooler with this sleek-looking ventilated laptop stand from Ebee. Combining metal-mesh ventilated panels with an adjustable height, the laptop stand provides a better experience for you and better conditions for your laptop.


Idx: 3490
True: Household
Predicted: Books
Description:
Cho Cho Inflatable Swimming Pool for Kids/Adults (Spa) Jumbo Bath Tub 6.5 Feet (Blue) Inflatable pool for little swimmers children love to have fun in water and what better waythan to let them enjoy in a miniature swimming pool this rectangular pool brings a of a real pool for use in the open space , save your kids and family members ( Specially womens ) from hot summer and let them enjoy the swimming pool inside the home safely 2 adults and 2 kid can sit in the tub at same time, spacious space with head rest , made from bpa less european standard pvc materials ( BPA less), made out of extra thick 3-layered pvc, it has a soft, air-filled bottom which makes it comfortable during use, practical, durable, easy to use and clean. Big size drain plug in the bottom for water release, this bath has been engineered for your comfort and for complete flexibility within your home ,gardens, resorts ,villas ( Both Indoor , Outdoor ), apart from fitting in your bathroom, this bathtub has been designed to be completely portable., you can use the tub in your middle hall itself, highplastic material with complete leak proof , pack it up, take it outside with you, to your holiday home, to a friend's place , simply anywhere you can image, foldable bathtub to save space, easy to storage and carry. Ideal for home use, travelling, packed in a box with a inflation pump. It will be a great gift for your baby or your friends and families,


Idx: 3502
True: Household
Predicted: Books
Description:
Sourcery: Complete & Unabridged (Discworld Novels) 


Idx: 3526
True: Household
Predicted: Electronics
Description:
MSI GL63 8RE-455IN 2018 15.6-inch Laptop (Core i7-8750H/16GB/128GBSSD+1TB/Windows 10/6GB Graphics), Black As a world leading gaming brand, MSI is the most trusted name in gaming and eSports. We stand by our principles of breakthroughs in design, the pursuit of excellence, and technological innovation. Integrating gamers' most coveted extreme performance, real.


Idx: 3556
True: Household
Predicted: Clothing & Accessories
Description:
WATERFLY Waist Bag Running Belt Fanny Pack Outdoor Sport Walking Riding Travel Waist Pouch for Men Women (Black)


Idx: 3564
True: Clothing & Accessories
Predicted: Household
Description:
Desi Rang Yellow Reusable Antiskid Rain Shoe Cover Feature :Shoe Cover For Rain,Shoe Cover ReusableShoe Cover For Travel, Shoe Cover For Bike, Shoe Protector For Bikes, Shoe Protector For Bikers, Shoe Protection, Easy To Wear And Remove, Elastic In Nature, Cover Up Completelyantiskid And Reusable Material : Elastic RubberColor : YellowSize : Medium: Fits The Size Us 6 To Us 7 (Uk 5 To Uk 6, Eu 36 To Eu 43)  Size : Large: Fits The Size Us 7.5 To Us 11.5 (Uk 6.5 To Uk 10.5, Eu 43 To Eu 46) Product Weight: Approx. 48G / 1.7Oz Included: 1 X Pair Of Shoes Cover


Idx: 3566
True: Books
Predicted: Electronics
Description:
Fujifilm Instax Mini Monochrome Film (10 Sheets) Style name:Monochrome - 10 Sheets   This film is intended to add a further dimension of fun as far as photography is concerned. The monochrome film is available in a 10 exposure pack and produces 2 x 3-inch credit card-sized images in ISO 800.


Idx: 3568
True: Books
Predicted: Household
Description:
Happy GiftMart Indoor Mid Size Foosball Table Football Game, Multi Color Soccer Game 51 cm Get the all time classic Foosball game, now available in a small living room friendly size. Kids will beam at the idea of being able to play Football on this compact table. This Football game table measures 51 X 31 X 10.5 cm, big enough to enjoy a full action game and yet compact enough to store. Perfect game for family fun and a great addition to your child's play room or party. The table comes with easy to hold handles and a slider score bar on the side to keep track of the score. Get one home today and let the match begin.


Idx: 3583
True: Household
Predicted: Books
Description:
Milton Double Decker Plastic Lunch Box, Purple Color Name:Purple   Ideal Lunch Packing Solution for Professionals and Students Alike Whether you are a corporate professional who has to adhere to strict deadlines and have your lunch on-the-go or a busy student with a hectic schedule of project submissions, the Milton Double Decker lunch box is the perfect solution to your lunch carrying needs. Featuring a set of one and two round containers with a carry case and a fork and spoon, this lunch box can help you carry a wide range of food from sabzis, rotis, salads, curries, cut fruits, rice and more with ease. These containers feature air-tight lids with insulated bodies which help in locking in the taste, freshness and temperature of your food for hours. Perfect Blend of Design and Substance Made from see-through material, the Milton Double Decker lunch containers make it easy to identify food without having to open the lid. Also, its unique and efficient design makes it possible to store a large amount of food in a lesser amount of space. Featuring a stylish purple carry case with a belt, it is easy to carry around this lunch box wherever you go. Easy to Maintain, Built to Last Made from high quality plastic, the Milton Double Decker lunch will last you for a very long time even with regular use. Along with being easy to clean and maintain, these containers prevent foul odour from seeping into your food. Additionally, they are both microwaveable and safe for storage in the freezer, thus making them versatile for all types of food storage.


Idx: 3590
True: Electronics
Predicted: Books
Description:
Point Blanc (Alex Rider) About the Author Anthony Horowitz is the author of the number one bestselling Alex Rider books and The Power of Five series. He has enjoyed huge success as a writer for both children and adults, most recently with the latest adventure in the Alex Rider series, Russian Roulette and the highly acclaimed Sherlock Holmes novel, The House of Silk. His latest novel, Moriarty, is also set in the world of Sherlock Holmes and was published in October 2014. Anthony was also chosen by the Ian Fleming estate to write the new James Bond novel which will be published next year. Anthony has won numerous awards, including the Bookseller Association/Nielsen Author of the Year Award, the Children’s Book of the Year Award at the British Book Awards, and the Red House Children’s Book Award. In 2014 Anthony was awarded an OBE for Services to Literature. He has also created and written many major television series, including Injustice, Collision and the award-winning Foyle’s War.


Idx: 3596
True: Books
Predicted: Household
Description:
Magicwand 4 Big Metal Beyblades With Led Lights 2 Launchers 1 Stadium 2 Spring Action Launchers Spinning Top - Multi Color Size:4 Blades   A beyblade set which contains one stadium ,4 beyblades with led lights , 2 launchers;perfect gifting option to you loved one's & boast aroung in your friend circle;a beyblade battle stadium with 4 launchers 2 ripcords;in our endeavor to provide the products to our esteemed people possible, we periodically make product modifications, therefore actual product may vary a little than shown in the images.


Idx: 3681
True: Books
Predicted: Clothing & Accessories
Description:
Gerber 31-001773 Bear Grylls Survival Bracelet functional as both a critical survival tool and a fashion statement, the survival bracelet includes 12 feet of paracord in a stylish double cobra weave pattern. with truly one-hand size adjustability and a custom made survival whistle, the bear grylls survival bracelet is the most functional accessory you can put around your wrist.


Idx: 3684
True: Books
Predicted: Household
Description:
KAREN FOSTER Design Scrapbooking Paper, 25 Sheets, Rugby Collage, 12 x 12


Idx: 3702
True: Books
Predicted: Household
Description:
Oral B Pro 600 Cross Action Electric Rechargeable Toothbrush (Multicolor) The Oral-B PRO 600 cross action electric toothbrush provides a clinically proven superior clean versus a regular manual toothbrush. The professionally inspired design of the cross action toothbrush head surrounds each tooth with bristles angled at 16 degrees, and 3D cleaning action oscillates, rotates, and pulsates to break up and remove up to 100 per cent plaque than a regular manual toothbrush. An in-handle timer helps you brush for a dentist-recommended 2 minutes. It is brought to you by Oral-B - one of the leading brand used by dentists worldwide. Compatible with the following replacement toothbrush heads: CrossAction, 3D white, sensitive clean, precision clean, floss action, trizone and dual clean.


Idx: 3704
True: Books
Predicted: Household
Description:
Craft Hand Traditional Indian Wooden Nesting Doll/ Hand Painted Russian Matryoshka Stacking Dolls- Set of 5 Piece (Lady in Red Saree) Color:Red   Matryoshka doll also known as a Russian nesting doll, stacking dolls, or Russian doll is a set of wooden dolls of decreasing size placed one inside another. Russian matryoshka dolls became popular all over the world during last 20-30 years. A set of matryoshkas consists of a wooden figure which separates, top from bottom, to reveal a smaller figure of the same sort inside, which has, in turn, another figure inside of it, and so on. It is a wonderful decoration for table, room or a fantastic present for your kids. Its high quality and excellent handcrafted toys. About The Craft Hand We are Manufacturer, Supplier and Exporter of Wooden Handicrafts. We have expert team of Craftsman, Carver and Sculptor. Our products are Wooden & Clay Items like Nesting Dolls, Wooden Buddha Head, Buddha Statue & clay Buddha Head, Home Decor Items etc.


Idx: 3732
True: Books
Predicted: Household
Description:
Satyam Crafts's Antique Golden Chrome Polish Handmade Wall Lantern Diya Hanger - Utility Iron Craft(19.3 cm x 2 cm x 25 cm, Gold) Material: Wrought Iron With Polish. Multi purpose Uses:- Beautify Your House or Garden by Hanging Lanterns, String Light, Wind chimes,Ornaments Decor, Decorative, Planters, Flower Pots, Birds Feeders and more. Stylish:- Modern and Vintage. handcrafted in Rajasthan (india)


Idx: 3759
True: Electronics
Predicted: Household
Description:
Gorilla Efficio+ Energy Saving 5 Star Rated 3 Blade Ceiling Fan With Remote Control and BLDC Motor, 1200mm- Earth Brown Designed and Manufactured by IIT Bombay Alumni, Gorilla Fan is India's Most Energy Efficient Fan* that consumes only 28 Watts Power at the highest Speed. Gorilla Fan is equipped with a smart and powerful BLDC Motor which makes the fan super energy efficient. Gorilla fans are equipped with smart features like sleep mode, timer mode, boost mode which adds sheer comfort to your life. Gorilla fans are manufactured from Aluminum hence Gorilla Fans are rust proof. Gorilla Fans are ideal for use in Bedroom, Living Room, Study room and Dining room. The 1200MM blade size will typically cover an area of 144 upto Sq. ft which is typically the average size of bedrooms in Urban Areas.


Idx: 3760
True: Books
Predicted: Household
Description:
BMS Lifestyle BMS01-ilo Multi-Function Electric Rice Cooker, 600ml (Colour May Vary) Tower fans offer a superior amount of air flow in an incredibly compact unit. These fans distribute air at a 90 degree angle, oscillating on a stationary base. This combination of design creates an incredibly efficient and effective product. This tower design is also the most recognizable attribute: their shape allows tower fans to slide into spaces that would otherwise be unable to house a fan unit. Most models offer air ionization, giving the space a clean fresh feeling.


Idx: 3761
True: Household
Predicted: Clothing & Accessories
Description:
Goelx Pom Pom Fashion Laces Trims For Borders And Craft. Bundle Pack- 5 Meters Fashion Pom [Pom Laces In Rainbow Multi Colors For For Dress/Sarees/Caps/Bags/Decorations/ Borders, Crafts, Any Many More.. Pack Of 5 Meters


Idx: 3784
True: Household
Predicted: Electronics
Description:
Samsung Original EO-BG920BFEGIN Bluetooth Headset with mic (Gold) Colour:Gold   Ergonomic Design With an extremely comfortable fit along with a lightweight construction (33 g), the Samsung Level U in-ear wireless headphone keeps you cool in your long music sessions. It also comes with ergonomically designed hybrid-type ear tips adjustable to all neck sizes. Flaunt your personal style statement, with Level U that features a stylish accessory like design. How to Connect & Use Samsung Level U Bluetooth Headphone: https://youtu.be/SjgsuPLKG64


Idx: 3821
True: Household
Predicted: Clothing & Accessories
Description:
Lakme Absolute Blur Perfect Makeup Primer, 30 ml Lakme is India’s No.1 color cosmetics brand offering a wide range of high-end, world-class color cosmetics and skincare products. Lakme has a vast product range specially crafted by experts for the Indian skin. The brand has also been redefining fashion in India for over 15 years with Lakme Fashion Week, India’s premier fashion event. The Lakme Absolute Blur Perfect Makeup Primer is the perfect start for a flawless, professional makeup finish. The Lakme Absolute Blur Perfect Makeup Primer’s silky blur formula instantly brightens primes, softens blemishes and pores and creates a smooth skin surface to prep for makeup application. Makeup glides on effortlessly and blends seamlessly for a more vibrant, color true finish. The Lakme Absolute Blur Perfect Makeup Primer is the perfect canvas for makeup or wear-alone over your moisturiser for instant smoothness and radiance. Buy Now! The Lakme Absolute Make-Up Primer is a flawless make-up primer that preps your skin for professional make-up. • Creates the perfect base for make-up and helps it stay for longer. • Hides skin imperfections and gives you an even toned skin.  • It is lightweight, water-proof, and has a smooth matte texture. Pro Tip For an even application and finish moisturize your skin with Lakme Peach Milk Moisturiser before applying the Primer.


Idx: 3833
True: Books
Predicted: Electronics
Description:
TECHTEST Plastic Tracker Tracer for Ethernet Lan Network This instrument is a multifunctional handheld cable testing tool. Work perfect when RJ11 RJ45 cable is on power. It has a wide application with reinforced cable types and multiple functions. It is a necessary testing tool for telecommunication engineering, wiring engineering, and network maintenance person Main Features: Wire tracing Trace RJ11, RJ45, cables or other metal wire (via adapter). Easy and fast to locate the breakpoint without opening the cover of wire Network cable collation: judge short-circuits, breaking circuit, open circuit and crossing Test line level, positive and negative polarity Status of telephone line checking: test the working status of telephone line (idle, ringing, and off-hook) and judge TIP and RING line Check wire continuity General Technical Parameters Operating temperature: 0 - 40 degrees Celsius, maximal 80 percent relative humidity (non-condensing) Storage temperature: -10 - 50 degrees Celsius, maximal 80 percent relative humidity (non-condensing) Altitude: less than 2000m Anti-explosion rating: IP40 Distance of emitting signal: 300m or so Emitter battery: 6F22 / 9V (not included). Receiver battery: 6F22 / 9V (not included) Brand: BSIDE Model: FWT11 Material: ABS Type: Measuring instruments Primary functions: Wire Line Finder Tracker Scope of application: Education,Home appliance,Industrial,Market,Office,Supermarket Package weight: 0.276 kg Product size: 20.00 x 4.00 x 3.00 cm / 7.87 x 1.57 x 1.18 inches Package size: 22.50 x 12.20 x 4.70 cm / 8.86 x 4.8 x 1.85 inches Package Contents: 1 x FWT11 Emitter, 1 x FWT11 Receiver, 1 x Clip Adapter Cable, 1 x RJ45 Adapter Cable, 1 x English Manual


Idx: 3856
True: Household
Predicted: Clothing & Accessories
Description:
Bonbela Children Cartoon Hooded Flannel Robe, Cute Animal Bathrobe, Siamese Sleepwear for Girls and Boys Four seasons home service, practical and durable, whether it is autumn, spring or winter, it can be used in all seasons. This baby robes can be worn in an air-conditioned room in the summer, giving the children a very soft feel. In the room with a fireplace in the winter, the children's robes are enough for the children to run freely in the room.Specifications: Material: Flannel, PolyesterColor: Green, Pink, Gray, Coffee, RedStyle: Green dinosaur, Pink kitten, Grey elephant, Coffee dog, Red christmas deerStyle: SiameseSleeve length: long sleeveWeave: KnittingLength: trousersSize: 90cm, 100cm, 110cm, 120cm, 130cmSuitable for the season: spring, autumn, winter, summer90cm: suitable for 1-2 years old, height: 31.5"-35.5"/80-90cm;100cm: suitable for 2-3 years, height: 35.5"-39.4"/90-100cm;110cm: suitable for 3-4 years old, height: 39.4"-43.3"/100-110cm;120cm: suitable for 4-5 years old, height: 43.3"-47.2"/110-120cm130cm: suitable for 5-6 years old, height: 47.2"-49.2"/120-125cm;Package includes:  1 x Nightgown


Idx: 3930
True: Electronics
Predicted: Household
Description:
SRI Happie Shop Aquarium Underwater Glowing Effect Multicolour Jelly Fish (Big, 7 Inch In Length) Randam colour available colours - blue, orange light green ; pink. Its not battery operated. Its simple imitation of jelly fish in different colors. Its is kept in the fish tank as an additional attraction and decoration. Its moves as the waters makes movement in your fish tank. Its glowing effect only. There is a facility to fix it in the bottom of the tank and the toy jelly fish erects up in the water and moves as your fish tank water is moved and slashed by the fishes, aeration from your air pump or water flow from top filter.


Idx: 3938
True: Books
Predicted: Electronics
Description:
ViviBright GP80 1800LM 1920*1080 HD Home Theater Portable LED Projector with Remote Controller, Support HDMI, VGA, AV, USB Interfaces,Black ViviBright GP80 Portable Projector - 1800 Lumen, 40 To 135 Inch Projection, HDMI, Stereo Speaker, 1080P Support Key Features... Vivibright GP80 1800 Lumen projector will bring a cinematic viewing experience to any home Lightweight and portable enough to take away on holidays, to work or a friend's house for the big game 38 To 135 Inch projections in a compact and portable projector Supports 1080P and has HDMI, AV, USB and VGA input ports.


Idx: 3968
True: Household
Predicted: Clothing & Accessories
Description:
Pramukh Fashion Women's Georgette Saree (New Cream, Multicolour, Free Size) Explore the collection of beautifully designed sarees from Shree. Each piece is elegantly crafted and will surely add to your wardrobe. Pair this piece with heels or flats for a graceful look.


Idx: 4005
True: Electronics
Predicted: Books
Description:
SYNC: The Emerging Science of Spontaneous Order From Booklist The nonlinear dynamics of complex systems has been a most hip career field in recent decades. Publishers like to tap its professional popularity for a general audience--James Glieck's Chaos (1987) precipitated a trend leading up to such recent offerings as Albert-Laszlo Barabasi's Linked (2002). Strogatz nods to both predecessors in his tour of synchrony, which simply means ordered behavior through time, for example, the beat of a heart. Living things' exhibition of synchrony called forth the field of mathematical biology, whose principal figures and ideas occupy the first part of Strogatz's book; the second part delves into synchronic behavior of inanimate matter, such as superconductivity. Writing accessibly for the nonmathematical, Strogatz explains how "coupled oscillators" are central to synchrony; presents their ubiquity, from fireflies to vehicular traffic; and accents the personalities who make synchrony a creative frontier of science (or who went over to the dark side--paranormal research--such as Nobelist Brian Josephson). With a personable narrative voice, Strogatz delivers the goods for followers of complexity theory. Gilbert TaylorCopyright © American Library Association. All rights reserved  Review "SYNC is a wonderfully lucid and thoroughly entertaining story of the emerging science of synchrony." -- Brian Greene, author of The Elegant Universe, Professor of Physics and Mathematics, Columbia University"A vivid, first-hand account of what it is like to be at the beginning of a scientific revolution." -- Focus"Beautifully written and breathtaking in scope, SYNC tells both a personal and a scientific story." -- Charles S. Peskin, Professor of Mathematics and Neural Science, New York University"Compulsively readable." -- Science"Describes dozens of sights and sounds that arise from collective, synchronized behavior . . . Delightful." -- Discover"Every now and then you come across a science book that's just fun and amazing to read." -- Leader-Post [Regina]"Inspiring . . . offers a real sense of what it's like to be at the beginning of Something Big." -- NewScientist.com"Offers a real sense of what it's like to be at the beginning of Something Big." -- New Scientist"Strogatz . . . is a first-rate storyteller and an even better teacher . . . SYNC is a great read." -- Nature               See all Product description


Idx: 4020
True: Books
Predicted: Household
Description:
Strauss Bronx FT Skateboard


Idx: 4038
True: Books
Predicted: Household
Description:
Wolfram Industrie Tungsten Rods Pack Of 10 Pcs Tungsten rods for TIG welding.


Idx: 4044
True: Books
Predicted: Household
Description:
Krevia Amazing Picnic Camping Portable Waterproof Tent For 2 Person Offering the easiest way to setup tent. Unlike other tents this is not only light weighted but can be set-up in less than one minute! Just carry your tent along! It is constructed with a durable polyester fabric wall and roof with silver polyurethane and a shock-corded fiberglass pole frame. The large front entrance is equipped with a zipper mesh closure and zippered storm flaps. A must have for all your outdoor trips. Specification : strong fiberglass; light to carry; good air ventilation; mesh door and windows; good waterproof; wearable and waterproof floor; Dome-style tent for 2 persons. Lightweight enough for hiking and traveling, and easy to setup and fold up. Lightweight steel stakes for stability and strength. Easy carry away, setup and fold up


Idx: 4052
True: Household
Predicted: Electronics
Description:
3D Innovations CHPSS508-6 3D Printer Turbo Blower Cooling Fan 5015 12V 50mm X 50mm X 15mm (Quantity: 1 Piece) (Size: 5015) Size:Size: 5015   3D printer turbo blower cooling fan 5010 12v 50mm x 50mm x 15mm is excellent for hot end nozzle cooling.


Idx: 4056
True: Household
Predicted: Clothing & Accessories
Description:
Sathiyas Baby Girls Cotton Gathered Dresses (Multicolor, Set of 5) Your girl will look like a little fashion when she wears this multicolour dresss from the latest collection of Sathiyas. Made from a cotton, it is also extremely skin friendly. Designed with attractive print for that eye-catching appeal, Set of 5 Dress is perfectly suit for your new born, this cotton frock is best worn with belly shoes and a charming head band.


Idx: 4136
True: Books
Predicted: Electronics
Description:
Digital Hearing Amplifier by Britzgo BHA-220. 500hr Battery Life, Modern Blue, Doctor and Audiologist designed ' FDA Approved ' premium digital hearing amplifier by britzgo. bha-220britzgo premium hearing amplifiers offer many of the benefits of a 1500 hearing amplifier but at a fraction of the cost.our digital sound amplifiers are ready to wear right out of the box with no testing or fitting required. whether at a concert with friends or an intimate dinner, hear in superior sound with a digital hearing amplifier. a psap by britzgo is great option for those not ready to spend thousands on a hearing amplifier but just need a little boost. features ã â‚ â super efficient power consumptionã â‚ â 500+ hour battery lifeã â‚ â all day comfort with this small, discreet deviceã â‚ â easy one finger operationã â‚ â active digital noise reductionã â‚ â modern stylish design and ready to wearwhat's in the kit?ã â‚ â premium wireless hearing amplifierã â‚ â compact carrying caseã â‚ â 3 different size ear tips for a good fit and comfortã â‚ â two long life batteriesã â‚ â cleaning brushã â‚ â easy to read instructionslightweight and comfortable, our hearing amplifiers are a great affordable option providing a clear sound boost when you need it the most.


Idx: 4141
True: Household
Predicted: Electronics
Description:
GKP PRODUCTS Spy Hd Pen Camera with Voice-Video Recorder and Dvr-Hidden-Camcorder (Multi-Color) Model 209838 Experience advanced technology with the video recording pen camera. This hi-tech USgadget has sophisticated technology packed into the compact body of a pen. In addition to being a writing instrument, this gadget also serves as a camera, video and sound recorder. The fascinating pen has a special slot for your micro SD card. You can easily transfer your media files on to your computer, as the gadget has its own inbuilt USB device. The USB device simultaneously charges the gadget, while attached to your computer.a#dictionary#of#basic#japanese#grammar#computer#science#haiku#second#edition#by#jane#reichhold#literary#terms#public#administration#cambridge#international#english#2017#all#loor#mats#furniture#ganesh#gate#lights#gk#guide#hall#hanging#bells#hangings#home#lamp#light#fitting#ceiling#lobby#ma#made#easy#long#mirror#name#plate#nift#outdoor#papers#phy#diet#12i#12t#22i#35#35i#35t#cooler#50#50i#50t#70#7up#8i#8t#ac#air#and#fit#nutrition#bhel#biscuits#books#chips#chivda#coke#symphony#diary#dr#pepper#drink#drinks#for#weight#lo#ncert#r#watches#men#analysis#analytics#with#python#context#appeal#guys#class#10#12#clock#cool#bracelet#studio#copy#cushion#covers#decals#girls#eraser#pen#fan#gadi#autism#therapy#material#toys#cupping#set#occupational#equipments#speech#tools#kids#aid#alpha#hydroxy#ball#85#cm#bed#brush#chair#clay#cup#dolls#ed#2016#book#me#knife#krishna#large#love#making#modern#moulds#god#lord#painting#shankar#stand#stone#modeling#vases#wire#wood#statues#sculptures#1#digital#2#boys#camera#airtel#tv#d#100#rs#10kg#keyboard#tablet#20#mp#36v#meter#3d#map#print#sarees#3g#4#seater#dining#oak#wenge#4g#calling#4k#5#ir#android#circuit#switch#mi#motion#alarm#led#oreva#bulb#remote#unit#01#19208-pink#urbona#backpack#21431#5906#conditioner#transducer#bags#


Idx: 4163
True: Books
Predicted: Household
Description:
GAC Gaura Art and Crafts Wooden Handicraft Home Decor Elephant Showpiece Rajasthani Handicrafts/3.5 inch (12 cm * 7 cm * 9 cm, Brown) wooden Handcrafted elephant model made from fine wood and carved by experienced craftsmen. great art and carving gives it a amazing and beautiful look that will add great look in your home.This model is best for home decoration and best gift for your dear ones.

	description	n_repeats	n_unique_categories
2	# The Silky Beans 2 KG Premium Bean Bag Filler...	4	1
3	# The Silky Beans 500 Gram Premium A-Grade for...	4	1
4	#Horror	4	1
7	(CERTIFIED REFURBISHED) HP DeskJet 2131 All-in...	2	1
8	(CERTIFIED REFURBISHED) Logitech K230 Wireless...	2	1
11	(CERTIFIED REFURBISHED) Philips BT 106 Bluetoo...	2	1
17	.42x HD Super Wide Angle Panoramic Macro Fishe...	2	1
18	0-Degree Electrical Socket Cover for Indian Pl...	2	1
20	0-Degree Women's Ankle Length Premium Cotton M...	2	1
21	1 12 4PCS Gold Metal Door Knocker Lock Doorpla...	2	1

Get and explore data¶

Handle duplicates¶

Languages¶

Description lengths¶

Train test eval split¶

Modelling¶

Baseline¶

GRU / LSTM¶

GRU / LSTM + pretrained embeddings¶

BERT¶

Choosing the model¶

Mislabelling examples¶

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0	Household	Paper Plane Design Framed Wall Hanging Motivat...
1	Household	SAF 'Floral' Framed Painting (Wood, 30 inch x ...
2	Household	SAF 'UV Textured Modern Art Print Framed' Pain...
3	Household	SAF Flower Print Framed Painting (Synthetic, 1...
4	Household	Incredible Gifts India Wooden Happy Birthday U...
5	Household	Pitaara Box Romantic Venice Canvas Painting 6m...
6	Household	Paper Plane Design Starry Night Vangoh Wall Ar...
7	Household	Pitaara Box Romantic Venice Canvas Painting 6m...
8	Household	SAF 'Ganesh Modern Art Print' Painting (Synthe...
9	Household	Paintings Villa UV Textured Modern Art Print F...